---
_id: '63530'
abstract:
- lang: eng
text: 'The widespread deployment of 5G networks, together with the coexistence of
4G/LTE networks, provides mobile devices a diverse set of candidate cells to connect
to. However, associating mobile devices to cells to maximize overall network performance,
a.k.a. cell (re)selection, remains a key challenge for mobile operators. Today,
cell (re)selection parameters are typically configured manually based on operator
experience and rarely adapted to dynamic network conditions. In this work, we
ask: Can an agent automatically learn and adapt cell (re)selection parameters
to consistently improve network performance? We present a reinforcement learning
(RL)-based framework called CellPilot that adaptively tunes cell (re)selection
parameters by learning spatiotemporal patterns of mobile network dynamics. Our
study with real-world data demonstrates that even a lightweight RL agent can outperform
conventional heuristic reconfigurations by up to 167%, while generalizing effectively
across different network scenarios. These results indicate that data-driven approaches
can significantly improve cell (re)selection configurations and enhance mobile
network performance.'
author:
- first_name: Marvin
full_name: Illian, Marvin
id: '44169'
last_name: Illian
orcid: 0009-0007-2992-8346
- first_name: Ramin
full_name: Khalili, Ramin
last_name: Khalili
- first_name: Antonio A. de A.
full_name: Rocha, Antonio A. de A.
last_name: Rocha
- first_name: Lin
full_name: Wang, Lin
id: '102868'
last_name: Wang
orcid: 0000-0001-7181-6128
citation:
ama: 'Illian M, Khalili R, Rocha AA de A, Wang L. Cells on Autopilot: Adaptive Cell
(Re)Selection via Reinforcement Learning. arXiv:260104083. Published online
2026.'
apa: 'Illian, M., Khalili, R., Rocha, A. A. de A., & Wang, L. (2026). Cells
on Autopilot: Adaptive Cell (Re)Selection via Reinforcement Learning. In arXiv:2601.04083.'
bibtex: '@article{Illian_Khalili_Rocha_Wang_2026, title={Cells on Autopilot: Adaptive
Cell (Re)Selection via Reinforcement Learning}, journal={arXiv:2601.04083}, author={Illian,
Marvin and Khalili, Ramin and Rocha, Antonio A. de A. and Wang, Lin}, year={2026}
}'
chicago: 'Illian, Marvin, Ramin Khalili, Antonio A. de A. Rocha, and Lin Wang. “Cells
on Autopilot: Adaptive Cell (Re)Selection via Reinforcement Learning.” ArXiv:2601.04083,
2026.'
ieee: 'M. Illian, R. Khalili, A. A. de A. Rocha, and L. Wang, “Cells on Autopilot:
Adaptive Cell (Re)Selection via Reinforcement Learning,” arXiv:2601.04083.
2026.'
mla: 'Illian, Marvin, et al. “Cells on Autopilot: Adaptive Cell (Re)Selection via
Reinforcement Learning.” ArXiv:2601.04083, 2026.'
short: M. Illian, R. Khalili, A.A. de A. Rocha, L. Wang, ArXiv:2601.04083 (2026).
date_created: 2026-01-08T07:58:22Z
date_updated: 2026-03-31T06:44:22Z
department:
- _id: '75'
external_id:
arxiv:
- '2601.04083'
language:
- iso: eng
publication: arXiv:2601.04083
status: public
title: 'Cells on Autopilot: Adaptive Cell (Re)Selection via Reinforcement Learning'
type: preprint
user_id: '102868'
year: '2026'
...
---
_id: '65249'
author:
- first_name: Huzaifa
full_name: Shaaban KabakiboKabakibo, Huzaifa
last_name: Shaaban KabakiboKabakibo
- first_name: Animesh
full_name: Trivedi, Animesh
last_name: Trivedi
- first_name: Lin
full_name: Wang, Lin
id: '102868'
last_name: Wang
orcid: 0000-0001-7181-6128
citation:
ama: 'Shaaban KabakiboKabakibo H, Trivedi A, Wang L. Breaking the Ice: Analyzing
Cold Start Latency in vLLM. In: The 9th Annual Conference on Machine Learning
and Systems (MLSys). ; 2026.'
apa: 'Shaaban KabakiboKabakibo, H., Trivedi, A., & Wang, L. (2026). Breaking
the Ice: Analyzing Cold Start Latency in vLLM. The 9th Annual Conference on
Machine Learning and Systems (MLSys). The 9th Annual Conference on Machine
Learning and Systems (MLSys 2026) , Bellevue, WA.'
bibtex: '@inproceedings{Shaaban KabakiboKabakibo_Trivedi_Wang_2026, title={Breaking
the Ice: Analyzing Cold Start Latency in vLLM}, booktitle={The 9th Annual Conference
on Machine Learning and Systems (MLSys)}, author={Shaaban KabakiboKabakibo, Huzaifa
and Trivedi, Animesh and Wang, Lin}, year={2026} }'
chicago: 'Shaaban KabakiboKabakibo, Huzaifa, Animesh Trivedi, and Lin Wang. “Breaking
the Ice: Analyzing Cold Start Latency in VLLM.” In The 9th Annual Conference
on Machine Learning and Systems (MLSys), 2026.'
ieee: 'H. Shaaban KabakiboKabakibo, A. Trivedi, and L. Wang, “Breaking the Ice:
Analyzing Cold Start Latency in vLLM,” presented at the The 9th Annual Conference
on Machine Learning and Systems (MLSys 2026) , Bellevue, WA, 2026.'
mla: 'Shaaban KabakiboKabakibo, Huzaifa, et al. “Breaking the Ice: Analyzing Cold
Start Latency in VLLM.” The 9th Annual Conference on Machine Learning and Systems
(MLSys), 2026.'
short: 'H. Shaaban KabakiboKabakibo, A. Trivedi, L. Wang, in: The 9th Annual Conference
on Machine Learning and Systems (MLSys), 2026.'
conference:
end_date: 2026-05-22
location: Bellevue, WA
name: 'The 9th Annual Conference on Machine Learning and Systems (MLSys 2026) '
start_date: 2026-05-18
date_created: 2026-03-31T06:34:37Z
date_updated: 2026-03-31T06:41:10Z
department:
- _id: '34'
- _id: '7'
- _id: '75'
language:
- iso: eng
publication: The 9th Annual Conference on Machine Learning and Systems (MLSys)
status: public
title: 'Breaking the Ice: Analyzing Cold Start Latency in vLLM'
type: conference
user_id: '102868'
year: '2026'
...
---
_id: '65250'
author:
- first_name: Sepideh
full_name: Zohdi, Sepideh
last_name: Zohdi
- first_name: Lin
full_name: Wang, Lin
id: '102868'
last_name: Wang
orcid: 0000-0001-7181-6128
citation:
ama: 'Zohdi S, Wang L. Before the First Token: Benchmarking Data Preprocessing in
Vision-Language Models . In: The 6th Workshop on Machine Learning and Systems
(EuroMLSys). ; 2026.'
apa: 'Zohdi, S., & Wang, L. (2026). Before the First Token: Benchmarking Data
Preprocessing in Vision-Language Models . The 6th Workshop on Machine Learning
and Systems (EuroMLSys). The 6th Workshop on Machine Learning and Systems
(EuroMLSys), Edinburg.'
bibtex: '@inproceedings{Zohdi_Wang_2026, title={Before the First Token: Benchmarking
Data Preprocessing in Vision-Language Models }, booktitle={The 6th Workshop on
Machine Learning and Systems (EuroMLSys)}, author={Zohdi, Sepideh and Wang, Lin},
year={2026} }'
chicago: 'Zohdi, Sepideh, and Lin Wang. “Before the First Token: Benchmarking Data
Preprocessing in Vision-Language Models .” In The 6th Workshop on Machine Learning
and Systems (EuroMLSys), 2026.'
ieee: 'S. Zohdi and L. Wang, “Before the First Token: Benchmarking Data Preprocessing
in Vision-Language Models ,” presented at the The 6th Workshop on Machine Learning
and Systems (EuroMLSys), Edinburg, 2026.'
mla: 'Zohdi, Sepideh, and Lin Wang. “Before the First Token: Benchmarking Data Preprocessing
in Vision-Language Models .” The 6th Workshop on Machine Learning and Systems
(EuroMLSys), 2026.'
short: 'S. Zohdi, L. Wang, in: The 6th Workshop on Machine Learning and Systems
(EuroMLSys), 2026.'
conference:
end_date: 2026-04-27
location: Edinburg
name: The 6th Workshop on Machine Learning and Systems (EuroMLSys)
start_date: 2026-04-27
date_created: 2026-03-31T06:38:34Z
date_updated: 2026-03-31T06:39:41Z
department:
- _id: '34'
- _id: '7'
- _id: '75'
language:
- iso: eng
publication: The 6th Workshop on Machine Learning and Systems (EuroMLSys)
status: public
title: 'Before the First Token: Benchmarking Data Preprocessing in Vision-Language
Models '
type: conference
user_id: '102868'
year: '2026'
...
---
_id: '65013'
author:
- first_name: Marvin
full_name: Illian, Marvin
id: '44169'
last_name: Illian
orcid: 0009-0007-2992-8346
- first_name: Ramin
full_name: Khalili, Ramin
last_name: Khalili
- first_name: Antonio
full_name: A. de A. Rocha, Antonio
last_name: A. de A. Rocha
- first_name: Lin
full_name: Wang, Lin
id: '102868'
last_name: Wang
orcid: 0000-0001-7181-6128
citation:
ama: 'Illian M, Khalili R, A. de A. Rocha A, Wang L. Cells on Autopilot: Adaptive
Cell (Re)Selection via Reinforcement Learning. In: 2026 24th International
Symposium on Modeling and Optimization in Mobile, Ad Hoc, and Wireless Networks
(WiOpt). IFIP; 2026.'
apa: 'Illian, M., Khalili, R., A. de A. Rocha, A., & Wang, L. (2026). Cells
on Autopilot: Adaptive Cell (Re)Selection via Reinforcement Learning. 2026
24th International Symposium on Modeling and Optimization in Mobile, Ad Hoc, and
Wireless Networks (WiOpt).'
bibtex: '@inproceedings{Illian_Khalili_A. de A. Rocha_Wang_2026, title={Cells on
Autopilot: Adaptive Cell (Re)Selection via Reinforcement Learning}, booktitle={2026
24th International Symposium on Modeling and Optimization in Mobile, Ad Hoc, and
Wireless Networks (WiOpt)}, publisher={IFIP}, author={Illian, Marvin and Khalili,
Ramin and A. de A. Rocha, Antonio and Wang, Lin}, year={2026} }'
chicago: 'Illian, Marvin, Ramin Khalili, Antonio A. de A. Rocha, and Lin Wang. “Cells
on Autopilot: Adaptive Cell (Re)Selection via Reinforcement Learning.” In 2026
24th International Symposium on Modeling and Optimization in Mobile, Ad Hoc, and
Wireless Networks (WiOpt). IFIP, 2026.'
ieee: 'M. Illian, R. Khalili, A. A. de A. Rocha, and L. Wang, “Cells on Autopilot:
Adaptive Cell (Re)Selection via Reinforcement Learning,” 2026.'
mla: 'Illian, Marvin, et al. “Cells on Autopilot: Adaptive Cell (Re)Selection via
Reinforcement Learning.” 2026 24th International Symposium on Modeling and
Optimization in Mobile, Ad Hoc, and Wireless Networks (WiOpt), IFIP, 2026.'
short: 'M. Illian, R. Khalili, A. A. de A. Rocha, L. Wang, in: 2026 24th International
Symposium on Modeling and Optimization in Mobile, Ad Hoc, and Wireless Networks
(WiOpt), IFIP, 2026.'
date_created: 2026-03-16T14:46:45Z
date_updated: 2026-03-31T06:44:05Z
department:
- _id: '75'
language:
- iso: eng
publication: 2026 24th International Symposium on Modeling and Optimization in Mobile,
Ad Hoc, and Wireless Networks (WiOpt)
publisher: IFIP
status: public
title: 'Cells on Autopilot: Adaptive Cell (Re)Selection via Reinforcement Learning'
type: conference
user_id: '102868'
year: '2026'
...
---
_id: '63054'
author:
- first_name: Guilherme Henrique
full_name: Apostolo, Guilherme Henrique
last_name: Apostolo
- first_name: Pablo
full_name: Bauszat, Pablo
last_name: Bauszat
- first_name: Vinod
full_name: Nigade, Vinod
last_name: Nigade
- first_name: Henri E.
full_name: Bal, Henri E.
last_name: Bal
- first_name: Lin
full_name: Wang, Lin
id: '102868'
last_name: Wang
orcid: 0000-0001-7181-6128
citation:
ama: 'Apostolo GH, Bauszat P, Nigade V, Bal HE, Wang L. Uirapuru: Timely Video Analytics
for High-Resolution Steerable Cameras on Edge Devices. In: Proceedings of the
31st Annual International Conference on Mobile Computing and Networking (MobiCom).
ACM; 2025. doi:10.1145/3680207.3765260'
apa: 'Apostolo, G. H., Bauszat, P., Nigade, V., Bal, H. E., & Wang, L. (2025).
Uirapuru: Timely Video Analytics for High-Resolution Steerable Cameras on Edge
Devices. Proceedings of the 31st Annual International Conference on Mobile
Computing and Networking (MobiCom). 31st Annual International Conference on
Mobile Computing and Networking (MobiCom), Hong Kong, China. https://doi.org/10.1145/3680207.3765260'
bibtex: '@inproceedings{Apostolo_Bauszat_Nigade_Bal_Wang_2025, title={Uirapuru:
Timely Video Analytics for High-Resolution Steerable Cameras on Edge Devices},
DOI={10.1145/3680207.3765260},
booktitle={Proceedings of the 31st Annual International Conference on Mobile Computing
and Networking (MobiCom)}, publisher={ACM}, author={Apostolo, Guilherme Henrique
and Bauszat, Pablo and Nigade, Vinod and Bal, Henri E. and Wang, Lin}, year={2025}
}'
chicago: 'Apostolo, Guilherme Henrique, Pablo Bauszat, Vinod Nigade, Henri E. Bal,
and Lin Wang. “Uirapuru: Timely Video Analytics for High-Resolution Steerable
Cameras on Edge Devices.” In Proceedings of the 31st Annual International Conference
on Mobile Computing and Networking (MobiCom). ACM, 2025. https://doi.org/10.1145/3680207.3765260.'
ieee: 'G. H. Apostolo, P. Bauszat, V. Nigade, H. E. Bal, and L. Wang, “Uirapuru:
Timely Video Analytics for High-Resolution Steerable Cameras on Edge Devices,”
presented at the 31st Annual International Conference on Mobile Computing and
Networking (MobiCom), Hong Kong, China, 2025, doi: 10.1145/3680207.3765260.'
mla: 'Apostolo, Guilherme Henrique, et al. “Uirapuru: Timely Video Analytics for
High-Resolution Steerable Cameras on Edge Devices.” Proceedings of the 31st
Annual International Conference on Mobile Computing and Networking (MobiCom),
ACM, 2025, doi:10.1145/3680207.3765260.'
short: 'G.H. Apostolo, P. Bauszat, V. Nigade, H.E. Bal, L. Wang, in: Proceedings
of the 31st Annual International Conference on Mobile Computing and Networking
(MobiCom), ACM, 2025.'
conference:
end_date: 2025-11-08
location: Hong Kong, China
name: 31st Annual International Conference on Mobile Computing and Networking (MobiCom)
start_date: 2025-11-04
date_created: 2025-12-12T08:06:10Z
date_updated: 2025-12-12T08:08:49Z
department:
- _id: '34'
- _id: '7'
- _id: '75'
doi: 10.1145/3680207.3765260
language:
- iso: eng
publication: Proceedings of the 31st Annual International Conference on Mobile Computing
and Networking (MobiCom)
publication_status: published
publisher: ACM
status: public
title: 'Uirapuru: Timely Video Analytics for High-Resolution Steerable Cameras on
Edge Devices'
type: conference
user_id: '102868'
year: '2025'
...
---
_id: '63057'
author:
- first_name: Qiangyu
full_name: Pei, Qiangyu
last_name: Pei
- first_name: Yongjie
full_name: Yuan, Yongjie
last_name: Yuan
- first_name: Haichuan
full_name: Hu, Haichuan
last_name: Hu
- first_name: Lin
full_name: Wang, Lin
id: '102868'
last_name: Wang
orcid: 0000-0001-7181-6128
- first_name: Dong
full_name: Zhang, Dong
last_name: Zhang
- first_name: Bingheng
full_name: Yan, Bingheng
last_name: Yan
- first_name: Chen
full_name: Yu, Chen
last_name: Yu
- first_name: Fangming
full_name: Liu, Fangming
last_name: Liu
citation:
ama: 'Pei Q, Yuan Y, Hu H, et al. Working Smarter Not Harder: Hybrid Cooling for
Deep Learning in Edge Datacenters. IEEE Transactions on Sustainable Computing.
2025;10(4):804-819. doi:10.1109/tsusc.2025.3542563'
apa: 'Pei, Q., Yuan, Y., Hu, H., Wang, L., Zhang, D., Yan, B., Yu, C., & Liu,
F. (2025). Working Smarter Not Harder: Hybrid Cooling for Deep Learning in Edge
Datacenters. IEEE Transactions on Sustainable Computing, 10(4),
804–819. https://doi.org/10.1109/tsusc.2025.3542563'
bibtex: '@article{Pei_Yuan_Hu_Wang_Zhang_Yan_Yu_Liu_2025, title={Working Smarter
Not Harder: Hybrid Cooling for Deep Learning in Edge Datacenters}, volume={10},
DOI={10.1109/tsusc.2025.3542563},
number={4}, journal={IEEE Transactions on Sustainable Computing}, publisher={Institute
of Electrical and Electronics Engineers (IEEE)}, author={Pei, Qiangyu and Yuan,
Yongjie and Hu, Haichuan and Wang, Lin and Zhang, Dong and Yan, Bingheng and Yu,
Chen and Liu, Fangming}, year={2025}, pages={804–819} }'
chicago: 'Pei, Qiangyu, Yongjie Yuan, Haichuan Hu, Lin Wang, Dong Zhang, Bingheng
Yan, Chen Yu, and Fangming Liu. “Working Smarter Not Harder: Hybrid Cooling for
Deep Learning in Edge Datacenters.” IEEE Transactions on Sustainable Computing
10, no. 4 (2025): 804–19. https://doi.org/10.1109/tsusc.2025.3542563.'
ieee: 'Q. Pei et al., “Working Smarter Not Harder: Hybrid Cooling for Deep
Learning in Edge Datacenters,” IEEE Transactions on Sustainable Computing,
vol. 10, no. 4, pp. 804–819, 2025, doi: 10.1109/tsusc.2025.3542563.'
mla: 'Pei, Qiangyu, et al. “Working Smarter Not Harder: Hybrid Cooling for Deep
Learning in Edge Datacenters.” IEEE Transactions on Sustainable Computing,
vol. 10, no. 4, Institute of Electrical and Electronics Engineers (IEEE), 2025,
pp. 804–19, doi:10.1109/tsusc.2025.3542563.'
short: Q. Pei, Y. Yuan, H. Hu, L. Wang, D. Zhang, B. Yan, C. Yu, F. Liu, IEEE Transactions
on Sustainable Computing 10 (2025) 804–819.
date_created: 2025-12-12T08:13:53Z
date_updated: 2025-12-12T08:14:11Z
department:
- _id: '34'
- _id: '7'
- _id: '75'
doi: 10.1109/tsusc.2025.3542563
intvolume: ' 10'
issue: '4'
language:
- iso: eng
page: 804-819
publication: IEEE Transactions on Sustainable Computing
publication_identifier:
issn:
- 2377-3782
- 2377-3790
publication_status: published
publisher: Institute of Electrical and Electronics Engineers (IEEE)
status: public
title: 'Working Smarter Not Harder: Hybrid Cooling for Deep Learning in Edge Datacenters'
type: journal_article
user_id: '102868'
volume: 10
year: '2025'
...
---
_id: '63056'
author:
- first_name: Jing
full_name: Wu, Jing
last_name: Wu
- first_name: Lin
full_name: Wang, Lin
id: '102868'
last_name: Wang
orcid: 0000-0001-7181-6128
- first_name: Quanfeng
full_name: Deng, Quanfeng
last_name: Deng
- first_name: Chen
full_name: Yu, Chen
last_name: Yu
- first_name: Dong
full_name: Zhang, Dong
last_name: Zhang
- first_name: Bingheng
full_name: Yan, Bingheng
last_name: Yan
- first_name: Fangming
full_name: Liu, Fangming
last_name: Liu
citation:
ama: 'Wu J, Wang L, Deng Q, et al. It Takes Two to Tango: Serverless Workflow Serving
via Bilaterally Engaged Resource Adaptation. In: 2025 IEEE International Parallel
and Distributed Processing Symposium (IPDPS). IEEE; 2025. doi:10.1109/ipdps64566.2025.00012'
apa: 'Wu, J., Wang, L., Deng, Q., Yu, C., Zhang, D., Yan, B., & Liu, F. (2025).
It Takes Two to Tango: Serverless Workflow Serving via Bilaterally Engaged Resource
Adaptation. 2025 IEEE International Parallel and Distributed Processing Symposium
(IPDPS). 2025 IEEE International Parallel and Distributed Processing Symposium
(IPDPS), Milan, Italy. https://doi.org/10.1109/ipdps64566.2025.00012'
bibtex: '@inproceedings{Wu_Wang_Deng_Yu_Zhang_Yan_Liu_2025, title={It Takes Two
to Tango: Serverless Workflow Serving via Bilaterally Engaged Resource Adaptation},
DOI={10.1109/ipdps64566.2025.00012},
booktitle={2025 IEEE International Parallel and Distributed Processing Symposium
(IPDPS)}, publisher={IEEE}, author={Wu, Jing and Wang, Lin and Deng, Quanfeng
and Yu, Chen and Zhang, Dong and Yan, Bingheng and Liu, Fangming}, year={2025}
}'
chicago: 'Wu, Jing, Lin Wang, Quanfeng Deng, Chen Yu, Dong Zhang, Bingheng Yan,
and Fangming Liu. “It Takes Two to Tango: Serverless Workflow Serving via Bilaterally
Engaged Resource Adaptation.” In 2025 IEEE International Parallel and Distributed
Processing Symposium (IPDPS). IEEE, 2025. https://doi.org/10.1109/ipdps64566.2025.00012.'
ieee: 'J. Wu et al., “It Takes Two to Tango: Serverless Workflow Serving
via Bilaterally Engaged Resource Adaptation,” presented at the 2025 IEEE International
Parallel and Distributed Processing Symposium (IPDPS), Milan, Italy, 2025, doi:
10.1109/ipdps64566.2025.00012.'
mla: 'Wu, Jing, et al. “It Takes Two to Tango: Serverless Workflow Serving via Bilaterally
Engaged Resource Adaptation.” 2025 IEEE International Parallel and Distributed
Processing Symposium (IPDPS), IEEE, 2025, doi:10.1109/ipdps64566.2025.00012.'
short: 'J. Wu, L. Wang, Q. Deng, C. Yu, D. Zhang, B. Yan, F. Liu, in: 2025 IEEE
International Parallel and Distributed Processing Symposium (IPDPS), IEEE, 2025.'
conference:
location: Milan, Italy
name: 2025 IEEE International Parallel and Distributed Processing Symposium (IPDPS)
date_created: 2025-12-12T08:12:48Z
date_updated: 2025-12-12T08:13:18Z
department:
- _id: '34'
- _id: '7'
- _id: '75'
doi: 10.1109/ipdps64566.2025.00012
language:
- iso: eng
publication: 2025 IEEE International Parallel and Distributed Processing Symposium
(IPDPS)
publication_status: published
publisher: IEEE
status: public
title: 'It Takes Two to Tango: Serverless Workflow Serving via Bilaterally Engaged
Resource Adaptation'
type: conference
user_id: '102868'
year: '2025'
...
---
_id: '61256'
author:
- first_name: Marvin
full_name: Illian, Marvin
id: '44169'
last_name: Illian
orcid: 0009-0007-2992-8346
- first_name: Björn
full_name: Luchterhandt, Björn
last_name: Luchterhandt
- first_name: Lin
full_name: Wang, Lin
id: '102868'
last_name: Wang
orcid: 0000-0001-7181-6128
citation:
ama: 'Illian M, Luchterhandt B, Wang L. Band Switching for Mobile Energy Optimization
in 5G Networks and Beyond. In: Proceedings of the 20th Workshop on Mobility
in the Evolving Internet Architecture (MobiArch). ; 2025. doi:10.1145/3737897.3767294'
apa: Illian, M., Luchterhandt, B., & Wang, L. (2025). Band Switching for Mobile
Energy Optimization in 5G Networks and Beyond. Proceedings of the 20th Workshop
on Mobility in the Evolving Internet Architecture (MobiArch). ACM Workshop
on Mobility in the Evolving Internet Architecture (MobiArch), co-located with
ACM MobiCom, Hong Kong, China. https://doi.org/10.1145/3737897.3767294
bibtex: '@inproceedings{Illian_Luchterhandt_Wang_2025, title={Band Switching for
Mobile Energy Optimization in 5G Networks and Beyond}, DOI={10.1145/3737897.3767294},
booktitle={Proceedings of the 20th Workshop on Mobility in the Evolving Internet
Architecture (MobiArch)}, author={Illian, Marvin and Luchterhandt, Björn and Wang,
Lin}, year={2025} }'
chicago: Illian, Marvin, Björn Luchterhandt, and Lin Wang. “Band Switching for Mobile
Energy Optimization in 5G Networks and Beyond.” In Proceedings of the 20th
Workshop on Mobility in the Evolving Internet Architecture (MobiArch), 2025.
https://doi.org/10.1145/3737897.3767294.
ieee: 'M. Illian, B. Luchterhandt, and L. Wang, “Band Switching for Mobile Energy
Optimization in 5G Networks and Beyond,” presented at the ACM Workshop on Mobility
in the Evolving Internet Architecture (MobiArch), co-located with ACM MobiCom,
Hong Kong, China, 2025, doi: 10.1145/3737897.3767294.'
mla: Illian, Marvin, et al. “Band Switching for Mobile Energy Optimization in 5G
Networks and Beyond.” Proceedings of the 20th Workshop on Mobility in the Evolving
Internet Architecture (MobiArch), 2025, doi:10.1145/3737897.3767294.
short: 'M. Illian, B. Luchterhandt, L. Wang, in: Proceedings of the 20th Workshop
on Mobility in the Evolving Internet Architecture (MobiArch), 2025.'
conference:
end_date: 2025-11-08
location: Hong Kong, China
name: ACM Workshop on Mobility in the Evolving Internet Architecture (MobiArch),
co-located with ACM MobiCom
start_date: 2025-11-04
date_created: 2025-09-12T11:22:18Z
date_updated: 2025-12-12T08:11:38Z
department:
- _id: '34'
- _id: '7'
- _id: '75'
doi: 10.1145/3737897.3767294
language:
- iso: eng
publication: Proceedings of the 20th Workshop on Mobility in the Evolving Internet
Architecture (MobiArch)
status: public
title: Band Switching for Mobile Energy Optimization in 5G Networks and Beyond
type: conference
user_id: '102868'
year: '2025'
...
---
_id: '63058'
author:
- first_name: Saeid
full_name: Ghafouri, Saeid
last_name: Ghafouri
- first_name: Kamran
full_name: Razavi, Kamran
last_name: Razavi
- first_name: Mehran
full_name: Salmani, Mehran
last_name: Salmani
- first_name: Alireza
full_name: Sanaee, Alireza
last_name: Sanaee
- first_name: Tania Lorido
full_name: Botran, Tania Lorido
last_name: Botran
- first_name: Lin
full_name: Wang, Lin
id: '102868'
last_name: Wang
orcid: 0000-0001-7181-6128
- first_name: Joseph
full_name: Doyle, Joseph
last_name: Doyle
- first_name: Pooyan
full_name: Jamshidi, Pooyan
last_name: Jamshidi
citation:
ama: 'Ghafouri S, Razavi K, Salmani M, et al. IPA: Inference Pipeline Adaptation
to Achieve High Accuracy and Cost-Efficiency. In: Companion of the 16th ACM/SPEC
International Conference on Performance Engineering. ACM; 2025. doi:10.1145/3680256.3721266'
apa: 'Ghafouri, S., Razavi, K., Salmani, M., Sanaee, A., Botran, T. L., Wang, L.,
Doyle, J., & Jamshidi, P. (2025). IPA: Inference Pipeline Adaptation to Achieve
High Accuracy and Cost-Efficiency. Companion of the 16th ACM/SPEC International
Conference on Performance Engineering. 16th ACM/SPEC International Conference
on Performance Engineering. https://doi.org/10.1145/3680256.3721266'
bibtex: '@inproceedings{Ghafouri_Razavi_Salmani_Sanaee_Botran_Wang_Doyle_Jamshidi_2025,
title={IPA: Inference Pipeline Adaptation to Achieve High Accuracy and Cost-Efficiency},
DOI={10.1145/3680256.3721266},
booktitle={Companion of the 16th ACM/SPEC International Conference on Performance
Engineering}, publisher={ACM}, author={Ghafouri, Saeid and Razavi, Kamran and
Salmani, Mehran and Sanaee, Alireza and Botran, Tania Lorido and Wang, Lin and
Doyle, Joseph and Jamshidi, Pooyan}, year={2025} }'
chicago: 'Ghafouri, Saeid, Kamran Razavi, Mehran Salmani, Alireza Sanaee, Tania
Lorido Botran, Lin Wang, Joseph Doyle, and Pooyan Jamshidi. “IPA: Inference Pipeline
Adaptation to Achieve High Accuracy and Cost-Efficiency.” In Companion of the
16th ACM/SPEC International Conference on Performance Engineering. ACM, 2025.
https://doi.org/10.1145/3680256.3721266.'
ieee: 'S. Ghafouri et al., “IPA: Inference Pipeline Adaptation to Achieve
High Accuracy and Cost-Efficiency,” presented at the 16th ACM/SPEC International
Conference on Performance Engineering, 2025, doi: 10.1145/3680256.3721266.'
mla: 'Ghafouri, Saeid, et al. “IPA: Inference Pipeline Adaptation to Achieve High
Accuracy and Cost-Efficiency.” Companion of the 16th ACM/SPEC International
Conference on Performance Engineering, ACM, 2025, doi:10.1145/3680256.3721266.'
short: 'S. Ghafouri, K. Razavi, M. Salmani, A. Sanaee, T.L. Botran, L. Wang, J.
Doyle, P. Jamshidi, in: Companion of the 16th ACM/SPEC International Conference
on Performance Engineering, ACM, 2025.'
conference:
name: 16th ACM/SPEC International Conference on Performance Engineering
date_created: 2025-12-12T08:14:50Z
date_updated: 2025-12-12T08:18:15Z
department:
- _id: '34'
- _id: '7'
- _id: '75'
doi: 10.1145/3680256.3721266
language:
- iso: eng
publication: Companion of the 16th ACM/SPEC International Conference on Performance
Engineering
publication_status: published
publisher: ACM
status: public
title: 'IPA: Inference Pipeline Adaptation to Achieve High Accuracy and Cost-Efficiency'
type: conference
user_id: '102868'
year: '2025'
...
---
_id: '50807'
author:
- first_name: Haichuan
full_name: Hu, Haichuan
last_name: Hu
- first_name: Fangming
full_name: Liu, Fangming
last_name: Liu
- first_name: Qiangyu
full_name: Pei, Qiangyu
last_name: Pei
- first_name: Yongjie
full_name: Yuan, Yongjie
last_name: Yuan
- first_name: Zichen
full_name: Xu, Zichen
last_name: Xu
- first_name: Lin
full_name: Wang, Lin
id: '102868'
last_name: Wang
citation:
ama: "Hu H, Liu F, Pei Q, Yuan Y, Xu Z, Wang L. \U0001D706Grapher: A Resource-Efficient
Serverless System for GNN Serving through Graph Sharing. In: Proceedings of
the ACM Web Conference (WWW). ACM; 2024. doi:10.1145/3589334.3645383"
apa: "Hu, H., Liu, F., Pei, Q., Yuan, Y., Xu, Z., & Wang, L. (2024). \U0001D706Grapher:
A Resource-Efficient Serverless System for GNN Serving through Graph Sharing.
Proceedings of the ACM Web Conference (WWW). ACM Web Conference (WWW),
Singapore. https://doi.org/10.1145/3589334.3645383"
bibtex: "@inproceedings{Hu_Liu_Pei_Yuan_Xu_Wang_2024, title={\U0001D706Grapher:
A Resource-Efficient Serverless System for GNN Serving through Graph Sharing},
DOI={10.1145/3589334.3645383},
booktitle={Proceedings of the ACM Web Conference (WWW)}, publisher={ACM}, author={Hu,
Haichuan and Liu, Fangming and Pei, Qiangyu and Yuan, Yongjie and Xu, Zichen and
Wang, Lin}, year={2024} }"
chicago: "Hu, Haichuan, Fangming Liu, Qiangyu Pei, Yongjie Yuan, Zichen Xu, and
Lin Wang. “\U0001D706Grapher: A Resource-Efficient Serverless System for GNN Serving
through Graph Sharing.” In Proceedings of the ACM Web Conference (WWW).
ACM, 2024. https://doi.org/10.1145/3589334.3645383."
ieee: "H. Hu, F. Liu, Q. Pei, Y. Yuan, Z. Xu, and L. Wang, “\U0001D706Grapher: A
Resource-Efficient Serverless System for GNN Serving through Graph Sharing,” presented
at the ACM Web Conference (WWW), Singapore, 2024, doi: 10.1145/3589334.3645383."
mla: "Hu, Haichuan, et al. “\U0001D706Grapher: A Resource-Efficient Serverless System
for GNN Serving through Graph Sharing.” Proceedings of the ACM Web Conference
(WWW), ACM, 2024, doi:10.1145/3589334.3645383."
short: 'H. Hu, F. Liu, Q. Pei, Y. Yuan, Z. Xu, L. Wang, in: Proceedings of the ACM
Web Conference (WWW), ACM, 2024.'
conference:
end_date: 2024-05-17
location: Singapore
name: ACM Web Conference (WWW)
start_date: 2024-05-13
date_created: 2024-01-23T20:34:27Z
date_updated: 2024-07-23T19:51:27Z
department:
- _id: '34'
- _id: '7'
- _id: '75'
doi: 10.1145/3589334.3645383
language:
- iso: eng
publication: Proceedings of the ACM Web Conference (WWW)
publisher: ACM
status: public
title: "\U0001D706Grapher: A Resource-Efficient Serverless System for GNN Serving
through Graph Sharing"
type: conference
user_id: '102868'
year: '2024'
...
---
_id: '53531'
author:
- first_name: Saeid
full_name: Ghafouri, Saeid
last_name: Ghafouri
- first_name: Kamran
full_name: Razavi, Kamran
last_name: Razavi
- first_name: Mehran
full_name: Salmani, Mehran
last_name: Salmani
- first_name: Alireza
full_name: Sanaee, Alireza
last_name: Sanaee
- first_name: 'Tania '
full_name: 'Lorido Botran, Tania '
last_name: Lorido Botran
- first_name: Lin
full_name: Wang, Lin
id: '102868'
last_name: Wang
- first_name: Joseph
full_name: Doyle, Joseph
last_name: Doyle
- first_name: Pooyan
full_name: Jamshidi, Pooyan
last_name: Jamshidi
citation:
ama: 'Ghafouri S, Razavi K, Salmani M, et al. IPA: Inference Pipeline Adaptation
to Achieve High Accuracy and Cost-Efficiency. Journal of Systems Research (JSys).'
apa: 'Ghafouri, S., Razavi, K., Salmani, M., Sanaee, A., Lorido Botran, T., Wang,
L., Doyle, J., & Jamshidi, P. (n.d.). IPA: Inference Pipeline Adaptation to
Achieve High Accuracy and Cost-Efficiency. Journal of Systems Research (JSys).'
bibtex: '@article{Ghafouri_Razavi_Salmani_Sanaee_Lorido Botran_Wang_Doyle_Jamshidi,
title={IPA: Inference Pipeline Adaptation to Achieve High Accuracy and Cost-Efficiency},
journal={Journal of Systems Research (JSys)}, author={Ghafouri, Saeid and Razavi,
Kamran and Salmani, Mehran and Sanaee, Alireza and Lorido Botran, Tania and Wang,
Lin and Doyle, Joseph and Jamshidi, Pooyan} }'
chicago: 'Ghafouri, Saeid, Kamran Razavi, Mehran Salmani, Alireza Sanaee, Tania Lorido
Botran, Lin Wang, Joseph Doyle, and Pooyan Jamshidi. “IPA: Inference Pipeline
Adaptation to Achieve High Accuracy and Cost-Efficiency.” Journal of Systems
Research (JSys), n.d.'
ieee: 'S. Ghafouri et al., “IPA: Inference Pipeline Adaptation to Achieve
High Accuracy and Cost-Efficiency,” Journal of Systems Research (JSys).'
mla: 'Ghafouri, Saeid, et al. “IPA: Inference Pipeline Adaptation to Achieve High
Accuracy and Cost-Efficiency.” Journal of Systems Research (JSys).'
short: S. Ghafouri, K. Razavi, M. Salmani, A. Sanaee, T. Lorido Botran, L. Wang,
J. Doyle, P. Jamshidi, Journal of Systems Research (JSys) (n.d.).
date_created: 2024-04-16T18:41:14Z
date_updated: 2024-07-23T20:00:14Z
department:
- _id: '34'
- _id: '7'
- _id: '75'
language:
- iso: eng
publication: Journal of Systems Research (JSys)
publication_status: accepted
status: public
title: 'IPA: Inference Pipeline Adaptation to Achieve High Accuracy and Cost-Efficiency'
type: journal_article
user_id: '102868'
year: '2024'
...
---
_id: '55365'
author:
- first_name: Kamran
full_name: Razavi, Kamran
last_name: Razavi
- first_name: Shayan
full_name: Davari Fard, Shayan
last_name: Davari Fard
- first_name: George
full_name: Karlos, George
last_name: Karlos
- first_name: Vinod
full_name: Nigade, Vinod
last_name: Nigade
- first_name: Max
full_name: Mühlhäuser, Max
last_name: Mühlhäuser
- first_name: Lin
full_name: Wang, Lin
id: '102868'
last_name: Wang
citation:
ama: 'Razavi K, Davari Fard S, Karlos G, Nigade V, Mühlhäuser M, Wang L. NetNN:
Neural Intrusion Detection System in Programmable Networks (Second Best Paper
Award). In: Proceedings of the IEEE International Symposium on Computers and
Communications (ISCC). ; 2024.'
apa: 'Razavi, K., Davari Fard, S., Karlos, G., Nigade, V., Mühlhäuser, M., &
Wang, L. (2024). NetNN: Neural Intrusion Detection System in Programmable Networks
(Second Best Paper Award). Proceedings of the IEEE International Symposium
on Computers and Communications (ISCC). 29th IEEE International Symposium
on Computers and Communications (ISCC), Paris, France.'
bibtex: '@inproceedings{Razavi_Davari Fard_Karlos_Nigade_Mühlhäuser_Wang_2024, title={NetNN:
Neural Intrusion Detection System in Programmable Networks (Second Best Paper
Award)}, booktitle={Proceedings of the IEEE International Symposium on Computers
and Communications (ISCC)}, author={Razavi, Kamran and Davari Fard, Shayan and
Karlos, George and Nigade, Vinod and Mühlhäuser, Max and Wang, Lin}, year={2024}
}'
chicago: 'Razavi, Kamran, Shayan Davari Fard, George Karlos, Vinod Nigade, Max Mühlhäuser,
and Lin Wang. “NetNN: Neural Intrusion Detection System in Programmable Networks
(Second Best Paper Award).” In Proceedings of the IEEE International Symposium
on Computers and Communications (ISCC), 2024.'
ieee: 'K. Razavi, S. Davari Fard, G. Karlos, V. Nigade, M. Mühlhäuser, and L. Wang,
“NetNN: Neural Intrusion Detection System in Programmable Networks (Second Best
Paper Award),” presented at the 29th IEEE International Symposium on Computers
and Communications (ISCC), Paris, France, 2024.'
mla: 'Razavi, Kamran, et al. “NetNN: Neural Intrusion Detection System in Programmable
Networks (Second Best Paper Award).” Proceedings of the IEEE International
Symposium on Computers and Communications (ISCC), 2024.'
short: 'K. Razavi, S. Davari Fard, G. Karlos, V. Nigade, M. Mühlhäuser, L. Wang,
in: Proceedings of the IEEE International Symposium on Computers and Communications
(ISCC), 2024.'
conference:
end_date: 2024-06-29
location: Paris, France
name: 29th IEEE International Symposium on Computers and Communications (ISCC)
start_date: 2024-06-26
date_created: 2024-07-23T19:55:16Z
date_updated: 2024-08-28T13:56:18Z
department:
- _id: '34'
- _id: '7'
- _id: '75'
language:
- iso: eng
publication: Proceedings of the IEEE International Symposium on Computers and Communications
(ISCC)
status: public
title: 'NetNN: Neural Intrusion Detection System in Programmable Networks (Second
Best Paper Award)'
type: conference
user_id: '102868'
year: '2024'
...
---
_id: '53095'
author:
- first_name: Kamran
full_name: Razavi, Kamran
last_name: Razavi
- first_name: Saeid
full_name: Ghafouri, Saeid
last_name: Ghafouri
- first_name: Max
full_name: Mühlhäuser, Max
last_name: Mühlhäuser
- first_name: Pooyan
full_name: Jamshidi, Pooyan
last_name: Jamshidi
- first_name: Lin
full_name: Wang, Lin
id: '102868'
last_name: Wang
citation:
ama: 'Razavi K, Ghafouri S, Mühlhäuser M, Jamshidi P, Wang L. Sponge: Inference
Serving with Dynamic SLOs Using In-Place Vertical Scaling. In: Proceedings
of the 4th Workshop on Machine Learning and Systems (EuroMLSys), Colocated with
EuroSys 2024. ACM; 2024. doi:10.1145/3642970.365583'
apa: 'Razavi, K., Ghafouri, S., Mühlhäuser, M., Jamshidi, P., & Wang, L. (2024).
Sponge: Inference Serving with Dynamic SLOs Using In-Place Vertical Scaling. Proceedings
of the 4th Workshop on Machine Learning and Systems (EuroMLSys), Colocated with
EuroSys 2024. 4th Workshop on Machine Learning and Systems (EuroMLSys), colocated
with EuroSys 2024, Athens, Greece. https://doi.org/10.1145/3642970.365583'
bibtex: '@inproceedings{Razavi_Ghafouri_Mühlhäuser_Jamshidi_Wang_2024, title={Sponge:
Inference Serving with Dynamic SLOs Using In-Place Vertical Scaling}, DOI={10.1145/3642970.365583}, booktitle={Proceedings
of the 4th Workshop on Machine Learning and Systems (EuroMLSys), colocated with
EuroSys 2024}, publisher={ACM}, author={Razavi, Kamran and Ghafouri, Saeid and
Mühlhäuser, Max and Jamshidi, Pooyan and Wang, Lin}, year={2024} }'
chicago: 'Razavi, Kamran, Saeid Ghafouri, Max Mühlhäuser, Pooyan Jamshidi, and Lin
Wang. “Sponge: Inference Serving with Dynamic SLOs Using In-Place Vertical Scaling.”
In Proceedings of the 4th Workshop on Machine Learning and Systems (EuroMLSys),
Colocated with EuroSys 2024. ACM, 2024. https://doi.org/10.1145/3642970.365583.'
ieee: 'K. Razavi, S. Ghafouri, M. Mühlhäuser, P. Jamshidi, and L. Wang, “Sponge:
Inference Serving with Dynamic SLOs Using In-Place Vertical Scaling,” presented
at the 4th Workshop on Machine Learning and Systems (EuroMLSys), colocated with
EuroSys 2024, Athens, Greece, 2024, doi: 10.1145/3642970.365583.'
mla: 'Razavi, Kamran, et al. “Sponge: Inference Serving with Dynamic SLOs Using
In-Place Vertical Scaling.” Proceedings of the 4th Workshop on Machine Learning
and Systems (EuroMLSys), Colocated with EuroSys 2024, ACM, 2024, doi:10.1145/3642970.365583.'
short: 'K. Razavi, S. Ghafouri, M. Mühlhäuser, P. Jamshidi, L. Wang, in: Proceedings
of the 4th Workshop on Machine Learning and Systems (EuroMLSys), Colocated with
EuroSys 2024, ACM, 2024.'
conference:
end_date: 2024-04-22
location: Athens, Greece
name: 4th Workshop on Machine Learning and Systems (EuroMLSys), colocated with EuroSys
2024
start_date: 2024-04-22
date_created: 2024-03-28T12:00:49Z
date_updated: 2024-08-28T14:00:46Z
department:
- _id: '34'
- _id: '7'
- _id: '75'
doi: 10.1145/3642970.365583
language:
- iso: eng
publication: Proceedings of the 4th Workshop on Machine Learning and Systems (EuroMLSys),
colocated with EuroSys 2024
publisher: ACM
status: public
title: 'Sponge: Inference Serving with Dynamic SLOs Using In-Place Vertical Scaling'
type: conference
user_id: '102868'
year: '2024'
...
---
_id: '50066'
author:
- first_name: Feng
full_name: Dou, Feng
last_name: Dou
- first_name: Lin
full_name: Wang, Lin
id: '102868'
last_name: Wang
- first_name: Shutong
full_name: Chen, Shutong
last_name: Chen
- first_name: Fangming
full_name: Liu, Fangming
last_name: Liu
citation:
ama: 'Dou F, Wang L, Chen S, Liu F. X-Stream: A Flexible, Adaptive Video Transformer
for Privacy-Preserving Video Stream Analytics. In: Proceedings of the IEEE
International Conference on Computer Communications (INFOCOM). IEEE. doi:10.1109/INFOCOM52122.2024.10621341'
apa: 'Dou, F., Wang, L., Chen, S., & Liu, F. (n.d.). X-Stream: A Flexible, Adaptive
Video Transformer for Privacy-Preserving Video Stream Analytics. Proceedings
of the IEEE International Conference on Computer Communications (INFOCOM).
IEEE International Conference on Computer Communications (INFOCOM), Vancouver,
Canada. https://doi.org/10.1109/INFOCOM52122.2024.10621341'
bibtex: '@inproceedings{Dou_Wang_Chen_Liu, title={X-Stream: A Flexible, Adaptive
Video Transformer for Privacy-Preserving Video Stream Analytics}, DOI={10.1109/INFOCOM52122.2024.10621341},
booktitle={Proceedings of the IEEE International Conference on Computer Communications
(INFOCOM)}, publisher={IEEE}, author={Dou, Feng and Wang, Lin and Chen, Shutong
and Liu, Fangming} }'
chicago: 'Dou, Feng, Lin Wang, Shutong Chen, and Fangming Liu. “X-Stream: A Flexible,
Adaptive Video Transformer for Privacy-Preserving Video Stream Analytics.” In
Proceedings of the IEEE International Conference on Computer Communications
(INFOCOM). IEEE, n.d. https://doi.org/10.1109/INFOCOM52122.2024.10621341.'
ieee: 'F. Dou, L. Wang, S. Chen, and F. Liu, “X-Stream: A Flexible, Adaptive Video
Transformer for Privacy-Preserving Video Stream Analytics,” presented at the IEEE
International Conference on Computer Communications (INFOCOM), Vancouver, Canada,
doi: 10.1109/INFOCOM52122.2024.10621341.'
mla: 'Dou, Feng, et al. “X-Stream: A Flexible, Adaptive Video Transformer for Privacy-Preserving
Video Stream Analytics.” Proceedings of the IEEE International Conference on
Computer Communications (INFOCOM), IEEE, doi:10.1109/INFOCOM52122.2024.10621341.'
short: 'F. Dou, L. Wang, S. Chen, F. Liu, in: Proceedings of the IEEE International
Conference on Computer Communications (INFOCOM), IEEE, n.d.'
conference:
end_date: 2024-05-23
location: Vancouver, Canada
name: IEEE International Conference on Computer Communications (INFOCOM)
start_date: 2024-05-20
date_created: 2023-12-22T20:24:27Z
date_updated: 2024-08-28T13:59:14Z
department:
- _id: '34'
- _id: '7'
- _id: '75'
doi: 10.1109/INFOCOM52122.2024.10621341
language:
- iso: eng
publication: Proceedings of the IEEE International Conference on Computer Communications
(INFOCOM)
publication_status: accepted
publisher: IEEE
status: public
title: 'X-Stream: A Flexible, Adaptive Video Transformer for Privacy-Preserving Video
Stream Analytics'
type: conference
user_id: '102868'
year: '2024'
...
---
_id: '53807'
author:
- first_name: Gaosheng
full_name: Liu, Gaosheng
last_name: Liu
- first_name: Vinod
full_name: Nigade, Vinod
last_name: Nigade
- first_name: Henri
full_name: Bal, Henri
last_name: Bal
- first_name: Lin
full_name: Wang, Lin
id: '102868'
last_name: Wang
citation:
ama: 'Liu G, Nigade V, Bal H, Wang L. A Little Certainty is All We Need: Discovery
and Synchronization Acceleration in Battery-Free IoT. In: Proceedings of the
8th ACM Asia Pacific Workshop on Networking (APNET). ; 2024. doi:10.1145/3663408.3663414'
apa: 'Liu, G., Nigade, V., Bal, H., & Wang, L. (2024). A Little Certainty is
All We Need: Discovery and Synchronization Acceleration in Battery-Free IoT. Proceedings
of the 8th ACM Asia Pacific Workshop on Networking (APNET). ACM Asia Pacific
Workshop on Networking (APNET), Sydney, Austrialia. https://doi.org/10.1145/3663408.3663414'
bibtex: '@inproceedings{Liu_Nigade_Bal_Wang_2024, title={A Little Certainty is All
We Need: Discovery and Synchronization Acceleration in Battery-Free IoT}, DOI={10.1145/3663408.3663414}, booktitle={Proceedings
of the 8th ACM Asia Pacific Workshop on Networking (APNET)}, author={Liu, Gaosheng
and Nigade, Vinod and Bal, Henri and Wang, Lin}, year={2024} }'
chicago: 'Liu, Gaosheng, Vinod Nigade, Henri Bal, and Lin Wang. “A Little Certainty
Is All We Need: Discovery and Synchronization Acceleration in Battery-Free IoT.”
In Proceedings of the 8th ACM Asia Pacific Workshop on Networking (APNET),
2024. https://doi.org/10.1145/3663408.3663414.'
ieee: 'G. Liu, V. Nigade, H. Bal, and L. Wang, “A Little Certainty is All We Need:
Discovery and Synchronization Acceleration in Battery-Free IoT,” presented at
the ACM Asia Pacific Workshop on Networking (APNET), Sydney, Austrialia, 2024,
doi: 10.1145/3663408.3663414.'
mla: 'Liu, Gaosheng, et al. “A Little Certainty Is All We Need: Discovery and Synchronization
Acceleration in Battery-Free IoT.” Proceedings of the 8th ACM Asia Pacific
Workshop on Networking (APNET), 2024, doi:10.1145/3663408.3663414.'
short: 'G. Liu, V. Nigade, H. Bal, L. Wang, in: Proceedings of the 8th ACM Asia
Pacific Workshop on Networking (APNET), 2024.'
conference:
end_date: 2024-08-04
location: Sydney, Austrialia
name: ACM Asia Pacific Workshop on Networking (APNET)
start_date: 2024-08-03
date_created: 2024-04-30T18:25:22Z
date_updated: 2024-08-28T13:58:10Z
department:
- _id: '34'
- _id: '7'
- _id: '75'
doi: 10.1145/3663408.3663414
language:
- iso: eng
publication: Proceedings of the 8th ACM Asia Pacific Workshop on Networking (APNET)
status: public
title: 'A Little Certainty is All We Need: Discovery and Synchronization Acceleration
in Battery-Free IoT'
type: conference
user_id: '102868'
year: '2024'
...
---
_id: '55366'
author:
- first_name: George
full_name: Karlos, George
last_name: Karlos
- first_name: Henri
full_name: Bal, Henri
last_name: Bal
- first_name: Lin
full_name: Wang, Lin
id: '102868'
last_name: Wang
citation:
ama: 'Karlos G, Bal H, Wang L. NetCL: A Unified Programming Framework for In-Network
Computing. In: Proceedings of the International Conference for High Performance
Computing, Networking, Storage, and Analysis (SC). ; 2024.'
apa: 'Karlos, G., Bal, H., & Wang, L. (2024). NetCL: A Unified Programming Framework
for In-Network Computing. Proceedings of the International Conference for High
Performance Computing, Networking, Storage, and Analysis (SC). International
Conference for High Performance Computing, Networking, Storage, and Analysis (SC),
Atlanta, GA.'
bibtex: '@inproceedings{Karlos_Bal_Wang_2024, title={NetCL: A Unified Programming
Framework for In-Network Computing}, booktitle={Proceedings of the International
Conference for High Performance Computing, Networking, Storage, and Analysis (SC)},
author={Karlos, George and Bal, Henri and Wang, Lin}, year={2024} }'
chicago: 'Karlos, George, Henri Bal, and Lin Wang. “NetCL: A Unified Programming
Framework for In-Network Computing.” In Proceedings of the International Conference
for High Performance Computing, Networking, Storage, and Analysis (SC), 2024.'
ieee: 'G. Karlos, H. Bal, and L. Wang, “NetCL: A Unified Programming Framework for
In-Network Computing,” presented at the International Conference for High Performance
Computing, Networking, Storage, and Analysis (SC), Atlanta, GA, 2024.'
mla: 'Karlos, George, et al. “NetCL: A Unified Programming Framework for In-Network
Computing.” Proceedings of the International Conference for High Performance
Computing, Networking, Storage, and Analysis (SC), 2024.'
short: 'G. Karlos, H. Bal, L. Wang, in: Proceedings of the International Conference
for High Performance Computing, Networking, Storage, and Analysis (SC), 2024.'
conference:
end_date: 2024-11-22
location: Atlanta, GA
name: International Conference for High Performance Computing, Networking, Storage,
and Analysis (SC)
start_date: 2024-11-17
date_created: 2024-07-23T19:57:00Z
date_updated: 2024-08-28T13:57:13Z
department:
- _id: '34'
- _id: '7'
- _id: '75'
language:
- iso: eng
publication: Proceedings of the International Conference for High Performance Computing,
Networking, Storage, and Analysis (SC)
status: public
title: 'NetCL: A Unified Programming Framework for In-Network Computing'
type: conference
user_id: '102868'
year: '2024'
...
---
_id: '55364'
author:
- first_name: Gaosheng
full_name: Liu, Gaosheng
last_name: Liu
- first_name: Lin
full_name: Wang, Lin
id: '102868'
last_name: Wang
citation:
ama: 'Liu G, Wang L. Data On the Go: Seamless Data Routing for Intermittently-Powered
Battery-Free Sensing. IEEE Transactions on Mobile Computing (TMC). Published
online 2024. doi:10.1109/TMC.2024.3429636'
apa: 'Liu, G., & Wang, L. (2024). Data On the Go: Seamless Data Routing for
Intermittently-Powered Battery-Free Sensing. IEEE Transactions on Mobile Computing
(TMC). https://doi.org/10.1109/TMC.2024.3429636'
bibtex: '@article{Liu_Wang_2024, title={Data On the Go: Seamless Data Routing for
Intermittently-Powered Battery-Free Sensing}, DOI={10.1109/TMC.2024.3429636},
journal={IEEE Transactions on Mobile Computing (TMC)}, author={Liu, Gaosheng and
Wang, Lin}, year={2024} }'
chicago: 'Liu, Gaosheng, and Lin Wang. “Data On the Go: Seamless Data Routing for
Intermittently-Powered Battery-Free Sensing.” IEEE Transactions on Mobile Computing
(TMC), 2024. https://doi.org/10.1109/TMC.2024.3429636.'
ieee: 'G. Liu and L. Wang, “Data On the Go: Seamless Data Routing for Intermittently-Powered
Battery-Free Sensing,” IEEE Transactions on Mobile Computing (TMC), 2024,
doi: 10.1109/TMC.2024.3429636.'
mla: 'Liu, Gaosheng, and Lin Wang. “Data On the Go: Seamless Data Routing for Intermittently-Powered
Battery-Free Sensing.” IEEE Transactions on Mobile Computing (TMC), 2024,
doi:10.1109/TMC.2024.3429636.'
short: G. Liu, L. Wang, IEEE Transactions on Mobile Computing (TMC) (2024).
date_created: 2024-07-23T19:50:41Z
date_updated: 2024-08-28T14:01:21Z
department:
- _id: '34'
- _id: '7'
- _id: '75'
doi: 10.1109/TMC.2024.3429636
language:
- iso: eng
publication: IEEE Transactions on Mobile Computing (TMC)
status: public
title: 'Data On the Go: Seamless Data Routing for Intermittently-Powered Battery-Free
Sensing'
type: journal_article
user_id: '102868'
year: '2024'
...
---
_id: '50065'
author:
- first_name: Marcel
full_name: Blöcher, Marcel
last_name: Blöcher
- first_name: Nils
full_name: Nedderhut, Nils
last_name: Nedderhut
- first_name: Pavel
full_name: Chuprikov, Pavel
last_name: Chuprikov
- first_name: Ramin
full_name: Khalili, Ramin
last_name: Khalili
- first_name: Patrick
full_name: Eugster, Patrick
last_name: Eugster
- first_name: Lin
full_name: Wang, Lin
id: '102868'
last_name: Wang
citation:
ama: 'Blöcher M, Nedderhut N, Chuprikov P, Khalili R, Eugster P, Wang L. Train Once
Apply Anywhere: Effective Scheduling for Network Function Chains Running on FUMES.
In: Proceedings of the IEEE International Conference on Computer Communications
(INFOCOM). IEEE. doi:10.1109/INFOCOM52122.2024.10621125'
apa: 'Blöcher, M., Nedderhut, N., Chuprikov, P., Khalili, R., Eugster, P., &
Wang, L. (n.d.). Train Once Apply Anywhere: Effective Scheduling for Network Function
Chains Running on FUMES. Proceedings of the IEEE International Conference on
Computer Communications (INFOCOM). IEEE International Conference on Computer
Communications (INFOCOM), Vancouver, Canada. https://doi.org/10.1109/INFOCOM52122.2024.10621125'
bibtex: '@inproceedings{Blöcher_Nedderhut_Chuprikov_Khalili_Eugster_Wang, title={Train
Once Apply Anywhere: Effective Scheduling for Network Function Chains Running
on FUMES}, DOI={10.1109/INFOCOM52122.2024.10621125},
booktitle={Proceedings of the IEEE International Conference on Computer Communications
(INFOCOM)}, publisher={IEEE}, author={Blöcher, Marcel and Nedderhut, Nils and
Chuprikov, Pavel and Khalili, Ramin and Eugster, Patrick and Wang, Lin} }'
chicago: 'Blöcher, Marcel, Nils Nedderhut, Pavel Chuprikov, Ramin Khalili, Patrick
Eugster, and Lin Wang. “Train Once Apply Anywhere: Effective Scheduling for Network
Function Chains Running on FUMES.” In Proceedings of the IEEE International
Conference on Computer Communications (INFOCOM). IEEE, n.d. https://doi.org/10.1109/INFOCOM52122.2024.10621125.'
ieee: 'M. Blöcher, N. Nedderhut, P. Chuprikov, R. Khalili, P. Eugster, and L. Wang,
“Train Once Apply Anywhere: Effective Scheduling for Network Function Chains Running
on FUMES,” presented at the IEEE International Conference on Computer Communications
(INFOCOM), Vancouver, Canada, doi: 10.1109/INFOCOM52122.2024.10621125.'
mla: 'Blöcher, Marcel, et al. “Train Once Apply Anywhere: Effective Scheduling for
Network Function Chains Running on FUMES.” Proceedings of the IEEE International
Conference on Computer Communications (INFOCOM), IEEE, doi:10.1109/INFOCOM52122.2024.10621125.'
short: 'M. Blöcher, N. Nedderhut, P. Chuprikov, R. Khalili, P. Eugster, L. Wang,
in: Proceedings of the IEEE International Conference on Computer Communications
(INFOCOM), IEEE, n.d.'
conference:
end_date: 2024-05-23
location: Vancouver, Canada
name: IEEE International Conference on Computer Communications (INFOCOM)
start_date: 2024-05-20
date_created: 2023-12-22T20:06:42Z
date_updated: 2024-10-20T15:51:43Z
department:
- _id: '75'
doi: 10.1109/INFOCOM52122.2024.10621125
language:
- iso: eng
publication: Proceedings of the IEEE International Conference on Computer Communications
(INFOCOM)
publication_status: accepted
publisher: IEEE
status: public
title: 'Train Once Apply Anywhere: Effective Scheduling for Network Function Chains
Running on FUMES'
type: conference
user_id: '102868'
year: '2024'
...
---
_id: '56689'
author:
- first_name: Qiangyu
full_name: Pei, Qiangyu
last_name: Pei
- first_name: Lin
full_name: Wang, Lin
id: '102868'
last_name: Wang
- first_name: Dong
full_name: Zhang, Dong
last_name: Zhang
- first_name: Bingheng
full_name: Yan, Bingheng
last_name: Yan
- first_name: Chen
full_name: Yu, Chen
last_name: Yu
- first_name: Fangming
full_name: Liu, Fangming
last_name: Liu
citation:
ama: 'Pei Q, Wang L, Zhang D, Yan B, Yu C, Liu F. InferCool: Enhancing AI Inference
Cooling through Transparent, Non-Intrusive Task Reassignment. In: Proceedings
of the 15th ACM Symposium on Cloud Computing (SoCC). ; 2024.'
apa: 'Pei, Q., Wang, L., Zhang, D., Yan, B., Yu, C., & Liu, F. (2024). InferCool:
Enhancing AI Inference Cooling through Transparent, Non-Intrusive Task Reassignment.
Proceedings of the 15th ACM Symposium on Cloud Computing (SoCC). ACM Symposium
on Cloud Computing (SoCC), Redmond.'
bibtex: '@inproceedings{Pei_Wang_Zhang_Yan_Yu_Liu_2024, title={InferCool: Enhancing
AI Inference Cooling through Transparent, Non-Intrusive Task Reassignment}, booktitle={Proceedings
of the 15th ACM Symposium on Cloud Computing (SoCC)}, author={Pei, Qiangyu and
Wang, Lin and Zhang, Dong and Yan, Bingheng and Yu, Chen and Liu, Fangming}, year={2024}
}'
chicago: 'Pei, Qiangyu, Lin Wang, Dong Zhang, Bingheng Yan, Chen Yu, and Fangming
Liu. “InferCool: Enhancing AI Inference Cooling through Transparent, Non-Intrusive
Task Reassignment.” In Proceedings of the 15th ACM Symposium on Cloud Computing
(SoCC), 2024.'
ieee: 'Q. Pei, L. Wang, D. Zhang, B. Yan, C. Yu, and F. Liu, “InferCool: Enhancing
AI Inference Cooling through Transparent, Non-Intrusive Task Reassignment,” presented
at the ACM Symposium on Cloud Computing (SoCC), Redmond, 2024.'
mla: 'Pei, Qiangyu, et al. “InferCool: Enhancing AI Inference Cooling through Transparent,
Non-Intrusive Task Reassignment.” Proceedings of the 15th ACM Symposium on
Cloud Computing (SoCC), 2024.'
short: 'Q. Pei, L. Wang, D. Zhang, B. Yan, C. Yu, F. Liu, in: Proceedings of the
15th ACM Symposium on Cloud Computing (SoCC), 2024.'
conference:
end_date: 2024-11-22
location: Redmond
name: ACM Symposium on Cloud Computing (SoCC)
start_date: 2024-11-20
date_created: 2024-10-20T15:48:58Z
date_updated: 2024-10-20T15:49:03Z
department:
- _id: '34'
- _id: '7'
- _id: '75'
language:
- iso: eng
publication: Proceedings of the 15th ACM Symposium on Cloud Computing (SoCC)
status: public
title: 'InferCool: Enhancing AI Inference Cooling through Transparent, Non-Intrusive
Task Reassignment'
type: conference
user_id: '102868'
year: '2024'
...
---
_id: '63059'
abstract:
- lang: eng
text: "AbstractWhile high accuracy is of paramount
importance for deep learning (DL) inference, serving inference requests on time
is equally critical but has not been carefully studied especially when the request
has to be served over a dynamic wireless network at the edge. In this paper, we
propose Jellyfish—a novel edge DL inference serving system that achieves soft
guarantees for end-to-end inference latency service-level objectives (SLO). Jellyfish
handles the network variability by utilizing both data and deep neural network
(DNN) adaptation to conduct tradeoffs between accuracy and latency. Jellyfish
features a new design that enables collective adaptation policies where the decisions
for data and DNN adaptations are aligned and coordinated among multiple users
with varying network conditions. We propose efficient algorithms to continuously
map users and adapt DNNs at runtime, so that we fulfill latency SLOs while maximizing
the overall inference accuracy. We further investigate dynamic
DNNs, i.e., DNNs that encompass multiple architecture variants, and demonstrate
their potential benefit through preliminary experiments. Our experiments based
on a prototype implementation and real-world WiFi and LTE network traces show
that Jellyfish can meet latency SLOs at around the 99th percentile while maintaining
high accuracy.\r\n"
author:
- first_name: Vinod
full_name: Nigade, Vinod
last_name: Nigade
- first_name: Pablo
full_name: Bauszat, Pablo
last_name: Bauszat
- first_name: Henri
full_name: Bal, Henri
last_name: Bal
- first_name: Lin
full_name: Wang, Lin
id: '102868'
last_name: Wang
orcid: 0000-0001-7181-6128
citation:
ama: Nigade V, Bauszat P, Bal H, Wang L. Inference serving with end-to-end latency
SLOs over dynamic edge networks. Real-Time Systems. 2024;60(2):239-290.
doi:10.1007/s11241-024-09418-4
apa: Nigade, V., Bauszat, P., Bal, H., & Wang, L. (2024). Inference serving
with end-to-end latency SLOs over dynamic edge networks. Real-Time Systems,
60(2), 239–290. https://doi.org/10.1007/s11241-024-09418-4
bibtex: '@article{Nigade_Bauszat_Bal_Wang_2024, title={Inference serving with end-to-end
latency SLOs over dynamic edge networks}, volume={60}, DOI={10.1007/s11241-024-09418-4},
number={2}, journal={Real-Time Systems}, publisher={Springer Science and Business
Media LLC}, author={Nigade, Vinod and Bauszat, Pablo and Bal, Henri and Wang,
Lin}, year={2024}, pages={239–290} }'
chicago: 'Nigade, Vinod, Pablo Bauszat, Henri Bal, and Lin Wang. “Inference Serving
with End-to-End Latency SLOs over Dynamic Edge Networks.” Real-Time Systems
60, no. 2 (2024): 239–90. https://doi.org/10.1007/s11241-024-09418-4.'
ieee: 'V. Nigade, P. Bauszat, H. Bal, and L. Wang, “Inference serving with end-to-end
latency SLOs over dynamic edge networks,” Real-Time Systems, vol. 60, no.
2, pp. 239–290, 2024, doi: 10.1007/s11241-024-09418-4.'
mla: Nigade, Vinod, et al. “Inference Serving with End-to-End Latency SLOs over
Dynamic Edge Networks.” Real-Time Systems, vol. 60, no. 2, Springer Science
and Business Media LLC, 2024, pp. 239–90, doi:10.1007/s11241-024-09418-4.
short: V. Nigade, P. Bauszat, H. Bal, L. Wang, Real-Time Systems 60 (2024) 239–290.
date_created: 2025-12-12T08:16:33Z
date_updated: 2025-12-12T08:18:05Z
department:
- _id: '34'
- _id: '7'
- _id: '75'
doi: 10.1007/s11241-024-09418-4
intvolume: ' 60'
issue: '2'
language:
- iso: eng
page: 239-290
publication: Real-Time Systems
publication_identifier:
issn:
- 0922-6443
- 1573-1383
publication_status: published
publisher: Springer Science and Business Media LLC
status: public
title: Inference serving with end-to-end latency SLOs over dynamic edge networks
type: journal_article
user_id: '102868'
volume: 60
year: '2024'
...