[{"author":[{"first_name":"Farjana","last_name":"Jalil","full_name":"Jalil, Farjana"},{"last_name":"Awais","full_name":"Awais, Muhammad","first_name":"Muhammad"},{"first_name":"Qazi Arbab","full_name":"Ahmed, Qazi Arbab","last_name":"Ahmed"},{"full_name":"Mohammadi, Hassan Ghasemzadeh","last_name":"Mohammadi","first_name":"Hassan Ghasemzadeh"},{"full_name":"Jungeblut, Thorsten","last_name":"Jungeblut","first_name":"Thorsten"},{"first_name":"Marco","full_name":"Platzner, Marco","last_name":"Platzner"}],"date_created":"2026-02-11T10:18:50Z","publisher":"IEEE","date_updated":"2026-02-11T10:20:30Z","doi":"10.1109/dsn-w65791.2025.00048","title":"Deep&amp;Wide: Achieving Area Efficiency in Scalable Approximate Accelerators","publication_status":"published","citation":{"ieee":"F. Jalil, M. Awais, Q. A. Ahmed, H. G. Mohammadi, T. Jungeblut, and M. Platzner, “Deep&#38;amp;Wide: Achieving Area Efficiency in Scalable Approximate Accelerators,” 2025, doi: <a href=\"https://doi.org/10.1109/dsn-w65791.2025.00048\">10.1109/dsn-w65791.2025.00048</a>.","chicago":"Jalil, Farjana, Muhammad Awais, Qazi Arbab Ahmed, Hassan Ghasemzadeh Mohammadi, Thorsten Jungeblut, and Marco Platzner. “Deep&#38;amp;Wide: Achieving Area Efficiency in Scalable Approximate Accelerators.” In <i>2025 55th Annual IEEE/IFIP International Conference on Dependable Systems and Networks Workshops (DSN-W)</i>. IEEE, 2025. <a href=\"https://doi.org/10.1109/dsn-w65791.2025.00048\">https://doi.org/10.1109/dsn-w65791.2025.00048</a>.","ama":"Jalil F, Awais M, Ahmed QA, Mohammadi HG, Jungeblut T, Platzner M. Deep&#38;amp;Wide: Achieving Area Efficiency in Scalable Approximate Accelerators. In: <i>2025 55th Annual IEEE/IFIP International Conference on Dependable Systems and Networks Workshops (DSN-W)</i>. IEEE; 2025. doi:<a href=\"https://doi.org/10.1109/dsn-w65791.2025.00048\">10.1109/dsn-w65791.2025.00048</a>","mla":"Jalil, Farjana, et al. “Deep&#38;amp;Wide: Achieving Area Efficiency in Scalable Approximate Accelerators.” <i>2025 55th Annual IEEE/IFIP International Conference on Dependable Systems and Networks Workshops (DSN-W)</i>, IEEE, 2025, doi:<a href=\"https://doi.org/10.1109/dsn-w65791.2025.00048\">10.1109/dsn-w65791.2025.00048</a>.","bibtex":"@inproceedings{Jalil_Awais_Ahmed_Mohammadi_Jungeblut_Platzner_2025, title={Deep&#38;amp;Wide: Achieving Area Efficiency in Scalable Approximate Accelerators}, DOI={<a href=\"https://doi.org/10.1109/dsn-w65791.2025.00048\">10.1109/dsn-w65791.2025.00048</a>}, booktitle={2025 55th Annual IEEE/IFIP International Conference on Dependable Systems and Networks Workshops (DSN-W)}, publisher={IEEE}, author={Jalil, Farjana and Awais, Muhammad and Ahmed, Qazi Arbab and Mohammadi, Hassan Ghasemzadeh and Jungeblut, Thorsten and Platzner, Marco}, year={2025} }","short":"F. Jalil, M. Awais, Q.A. Ahmed, H.G. Mohammadi, T. Jungeblut, M. Platzner, in: 2025 55th Annual IEEE/IFIP International Conference on Dependable Systems and Networks Workshops (DSN-W), IEEE, 2025.","apa":"Jalil, F., Awais, M., Ahmed, Q. A., Mohammadi, H. G., Jungeblut, T., &#38; Platzner, M. (2025). Deep&#38;amp;Wide: Achieving Area Efficiency in Scalable Approximate Accelerators. <i>2025 55th Annual IEEE/IFIP International Conference on Dependable Systems and Networks Workshops (DSN-W)</i>. <a href=\"https://doi.org/10.1109/dsn-w65791.2025.00048\">https://doi.org/10.1109/dsn-w65791.2025.00048</a>"},"year":"2025","department":[{"_id":"78"}],"user_id":"64665","_id":"64112","publication":"2025 55th Annual IEEE/IFIP International Conference on Dependable Systems and Networks Workshops (DSN-W)","type":"conference","status":"public"},{"publication_status":"published","citation":{"mla":"Hadipour, Amir Hossein, et al. “A Two-Stage Approximation Methodology for Efficient DNN Hardware Implementation.” <i>2025 IEEE 28th International Symposium on Design and Diagnostics of Electronic Circuits and Systems (DDECS)</i>, IEEE, 2025, doi:<a href=\"https://doi.org/10.1109/ddecs63720.2025.11006769\">10.1109/ddecs63720.2025.11006769</a>.","bibtex":"@inproceedings{Hadipour_Jafari_Awais_Platzner_2025, title={A Two-Stage Approximation Methodology for Efficient DNN Hardware Implementation}, DOI={<a href=\"https://doi.org/10.1109/ddecs63720.2025.11006769\">10.1109/ddecs63720.2025.11006769</a>}, booktitle={2025 IEEE 28th International Symposium on Design and Diagnostics of Electronic Circuits and Systems (DDECS)}, publisher={IEEE}, author={Hadipour, Amir Hossein and Jafari, Atousa and Awais, Muhammad and Platzner, Marco}, year={2025} }","short":"A.H. Hadipour, A. Jafari, M. Awais, M. Platzner, in: 2025 IEEE 28th International Symposium on Design and Diagnostics of Electronic Circuits and Systems (DDECS), IEEE, 2025.","apa":"Hadipour, A. H., Jafari, A., Awais, M., &#38; Platzner, M. (2025). A Two-Stage Approximation Methodology for Efficient DNN Hardware Implementation. <i>2025 IEEE 28th International Symposium on Design and Diagnostics of Electronic Circuits and Systems (DDECS)</i>. <a href=\"https://doi.org/10.1109/ddecs63720.2025.11006769\">https://doi.org/10.1109/ddecs63720.2025.11006769</a>","ama":"Hadipour AH, Jafari A, Awais M, Platzner M. A Two-Stage Approximation Methodology for Efficient DNN Hardware Implementation. In: <i>2025 IEEE 28th International Symposium on Design and Diagnostics of Electronic Circuits and Systems (DDECS)</i>. IEEE; 2025. doi:<a href=\"https://doi.org/10.1109/ddecs63720.2025.11006769\">10.1109/ddecs63720.2025.11006769</a>","ieee":"A. H. Hadipour, A. Jafari, M. Awais, and M. Platzner, “A Two-Stage Approximation Methodology for Efficient DNN Hardware Implementation,” 2025, doi: <a href=\"https://doi.org/10.1109/ddecs63720.2025.11006769\">10.1109/ddecs63720.2025.11006769</a>.","chicago":"Hadipour, Amir Hossein, Atousa Jafari, Muhammad Awais, and Marco Platzner. “A Two-Stage Approximation Methodology for Efficient DNN Hardware Implementation.” In <i>2025 IEEE 28th International Symposium on Design and Diagnostics of Electronic Circuits and Systems (DDECS)</i>. IEEE, 2025. <a href=\"https://doi.org/10.1109/ddecs63720.2025.11006769\">https://doi.org/10.1109/ddecs63720.2025.11006769</a>."},"year":"2025","author":[{"last_name":"Hadipour","full_name":"Hadipour, Amir Hossein","first_name":"Amir Hossein"},{"first_name":"Atousa","full_name":"Jafari, Atousa","last_name":"Jafari"},{"full_name":"Awais, Muhammad","last_name":"Awais","first_name":"Muhammad"},{"first_name":"Marco","full_name":"Platzner, Marco","last_name":"Platzner"}],"date_created":"2026-02-11T10:19:16Z","publisher":"IEEE","date_updated":"2026-02-11T10:20:31Z","doi":"10.1109/ddecs63720.2025.11006769","title":"A Two-Stage Approximation Methodology for Efficient DNN Hardware Implementation","publication":"2025 IEEE 28th International Symposium on Design and Diagnostics of Electronic Circuits and Systems (DDECS)","type":"conference","status":"public","department":[{"_id":"78"}],"user_id":"64665","_id":"64113"},{"type":"preprint","abstract":[{"text":"While neural network quantization effectively reduces the cost of matrix multiplications, aggressive quantization can expose non-matrix-multiply operations as significant performance and resource bottlenecks on embedded systems. Addressing such bottlenecks requires a comprehensive approach to tailoring the precision across operations in the inference computation. To this end, we introduce scaled-integer range analysis (SIRA), a static analysis technique employing interval arithmetic to determine the range, scale, and bias for tensors in quantized neural networks. We show how this information can be exploited to reduce the resource footprint of FPGA dataflow neural network accelerators via tailored bitwidth adaptation for accumulators and downstream operations, aggregation of scales and biases, and conversion of consecutive elementwise operations to thresholding operations. We integrate SIRA-driven optimizations into the open-source FINN framework, then evaluate their effectiveness across a range of quantized neural network workloads and compare implementation alternatives for non-matrix-multiply operations. We demonstrate an average reduction of 17% for LUTs, 66% for DSPs, and 22% for accumulator bitwidths with SIRA optimizations, providing detailed benchmark analysis and analytical models to guide the implementation style for non-matrix layers. Finally, we open-source SIRA to facilitate community exploration of its benefits across various applications and hardware platforms.","lang":"eng"}],"status":"public","_id":"61152","department":[{"_id":"78"}],"user_id":"55631","language":[{"iso":"eng"}],"publication_status":"submitted","year":"2025","citation":{"short":"Y. Umuroglu, C. Berganski, F. Jentzsch, M. Danilowicz, T. Kryjak, C. Bezaitis, M. Sjalander, I. Colbert, T. Preusser, J. Petri-Koenig, M. Blott, (n.d.).","mla":"Umuroglu, Yaman, et al. <i>SIRA: Scaled-Integer Range Analysis for Optimizing FPGA Dataflow Neural Network Accelerators</i>.","bibtex":"@article{Umuroglu_Berganski_Jentzsch_Danilowicz_Kryjak_Bezaitis_Sjalander_Colbert_Preusser_Petri-Koenig_et al., title={SIRA: Scaled-Integer Range Analysis for Optimizing FPGA Dataflow Neural Network Accelerators}, author={Umuroglu, Yaman and Berganski, Christoph and Jentzsch, Felix and Danilowicz, Michal and Kryjak, Tomasz and Bezaitis, Charalampos and Sjalander, Magnus and Colbert, Ian and Preusser, Thomas and Petri-Koenig, Jakoba and et al.} }","apa":"Umuroglu, Y., Berganski, C., Jentzsch, F., Danilowicz, M., Kryjak, T., Bezaitis, C., Sjalander, M., Colbert, I., Preusser, T., Petri-Koenig, J., &#38; Blott, M. (n.d.). <i>SIRA: Scaled-Integer Range Analysis for Optimizing FPGA Dataflow Neural Network Accelerators</i>.","ama":"Umuroglu Y, Berganski C, Jentzsch F, et al. SIRA: Scaled-Integer Range Analysis for Optimizing FPGA Dataflow Neural Network Accelerators.","ieee":"Y. Umuroglu <i>et al.</i>, “SIRA: Scaled-Integer Range Analysis for Optimizing FPGA Dataflow Neural Network Accelerators.” .","chicago":"Umuroglu, Yaman, Christoph Berganski, Felix Jentzsch, Michal Danilowicz, Tomasz Kryjak, Charalampos Bezaitis, Magnus Sjalander, et al. “SIRA: Scaled-Integer Range Analysis for Optimizing FPGA Dataflow Neural Network Accelerators,” n.d."},"date_updated":"2025-09-08T14:13:47Z","author":[{"full_name":"Umuroglu, Yaman","last_name":"Umuroglu","first_name":"Yaman"},{"last_name":"Berganski","full_name":"Berganski, Christoph","id":"98854","first_name":"Christoph"},{"id":"55631","full_name":"Jentzsch, Felix","last_name":"Jentzsch","orcid":"0000-0003-4987-5708","first_name":"Felix"},{"full_name":"Danilowicz, Michal","last_name":"Danilowicz","first_name":"Michal"},{"full_name":"Kryjak, Tomasz","last_name":"Kryjak","first_name":"Tomasz"},{"full_name":"Bezaitis, Charalampos","last_name":"Bezaitis","first_name":"Charalampos"},{"first_name":"Magnus","full_name":"Sjalander, Magnus","last_name":"Sjalander"},{"first_name":"Ian","last_name":"Colbert","full_name":"Colbert, Ian"},{"first_name":"Thomas","last_name":"Preusser","full_name":"Preusser, Thomas"},{"first_name":"Jakoba","last_name":"Petri-Koenig","full_name":"Petri-Koenig, Jakoba"},{"full_name":"Blott, Michaela","last_name":"Blott","first_name":"Michaela"}],"date_created":"2025-09-08T14:10:39Z","title":"SIRA: Scaled-Integer Range Analysis for Optimizing FPGA Dataflow Neural Network Accelerators"},{"user_id":"64665","department":[{"_id":"78"}],"_id":"62020","status":"public","type":"journal_article","publication":"IEEE Transactions on Very Large Scale Integration (VLSI) Systems","doi":"10.1109/tvlsi.2025.3559377","title":"Design Space Exploration for Approximate Circuits via Checkpointing and DNN-Based Estimators","date_created":"2025-10-30T10:07:49Z","author":[{"full_name":"Awais, Muhammad","last_name":"Awais","first_name":"Muhammad"},{"full_name":"Mohammadi, Hassan Ghasemzadeh","last_name":"Mohammadi","first_name":"Hassan Ghasemzadeh"},{"first_name":"Marco","last_name":"Platzner","full_name":"Platzner, Marco"}],"volume":33,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","date_updated":"2025-10-30T10:08:55Z","citation":{"mla":"Awais, Muhammad, et al. “Design Space Exploration for Approximate Circuits via Checkpointing and DNN-Based Estimators.” <i>IEEE Transactions on Very Large Scale Integration (VLSI) Systems</i>, vol. 33, no. 9, Institute of Electrical and Electronics Engineers (IEEE), 2025, pp. 2395–405, doi:<a href=\"https://doi.org/10.1109/tvlsi.2025.3559377\">10.1109/tvlsi.2025.3559377</a>.","short":"M. Awais, H.G. Mohammadi, M. Platzner, IEEE Transactions on Very Large Scale Integration (VLSI) Systems 33 (2025) 2395–2405.","bibtex":"@article{Awais_Mohammadi_Platzner_2025, title={Design Space Exploration for Approximate Circuits via Checkpointing and DNN-Based Estimators}, volume={33}, DOI={<a href=\"https://doi.org/10.1109/tvlsi.2025.3559377\">10.1109/tvlsi.2025.3559377</a>}, number={9}, journal={IEEE Transactions on Very Large Scale Integration (VLSI) Systems}, publisher={Institute of Electrical and Electronics Engineers (IEEE)}, author={Awais, Muhammad and Mohammadi, Hassan Ghasemzadeh and Platzner, Marco}, year={2025}, pages={2395–2405} }","apa":"Awais, M., Mohammadi, H. G., &#38; Platzner, M. (2025). Design Space Exploration for Approximate Circuits via Checkpointing and DNN-Based Estimators. <i>IEEE Transactions on Very Large Scale Integration (VLSI) Systems</i>, <i>33</i>(9), 2395–2405. <a href=\"https://doi.org/10.1109/tvlsi.2025.3559377\">https://doi.org/10.1109/tvlsi.2025.3559377</a>","ama":"Awais M, Mohammadi HG, Platzner M. Design Space Exploration for Approximate Circuits via Checkpointing and DNN-Based Estimators. <i>IEEE Transactions on Very Large Scale Integration (VLSI) Systems</i>. 2025;33(9):2395-2405. doi:<a href=\"https://doi.org/10.1109/tvlsi.2025.3559377\">10.1109/tvlsi.2025.3559377</a>","chicago":"Awais, Muhammad, Hassan Ghasemzadeh Mohammadi, and Marco Platzner. “Design Space Exploration for Approximate Circuits via Checkpointing and DNN-Based Estimators.” <i>IEEE Transactions on Very Large Scale Integration (VLSI) Systems</i> 33, no. 9 (2025): 2395–2405. <a href=\"https://doi.org/10.1109/tvlsi.2025.3559377\">https://doi.org/10.1109/tvlsi.2025.3559377</a>.","ieee":"M. Awais, H. G. Mohammadi, and M. Platzner, “Design Space Exploration for Approximate Circuits via Checkpointing and DNN-Based Estimators,” <i>IEEE Transactions on Very Large Scale Integration (VLSI) Systems</i>, vol. 33, no. 9, pp. 2395–2405, 2025, doi: <a href=\"https://doi.org/10.1109/tvlsi.2025.3559377\">10.1109/tvlsi.2025.3559377</a>."},"page":"2395-2405","intvolume":"        33","year":"2025","issue":"9","publication_status":"published","publication_identifier":{"issn":["1063-8210","1557-9999"]}},{"status":"public","type":"conference","publication":"2025 IEEE 28th International Symposium on Design and Diagnostics of Electronic Circuits and Systems (DDECS)","_id":"62019","user_id":"64665","department":[{"_id":"78"}],"year":"2025","citation":{"apa":"Hadipour, A. H., Jafari, A., Awais, M., &#38; Platzner, M. (2025). A Two-Stage Approximation Methodology for Efficient DNN Hardware Implementation. <i>2025 IEEE 28th International Symposium on Design and Diagnostics of Electronic Circuits and Systems (DDECS)</i>. <a href=\"https://doi.org/10.1109/ddecs63720.2025.11006769\">https://doi.org/10.1109/ddecs63720.2025.11006769</a>","mla":"Hadipour, Amir Hossein, et al. “A Two-Stage Approximation Methodology for Efficient DNN Hardware Implementation.” <i>2025 IEEE 28th International Symposium on Design and Diagnostics of Electronic Circuits and Systems (DDECS)</i>, IEEE, 2025, doi:<a href=\"https://doi.org/10.1109/ddecs63720.2025.11006769\">10.1109/ddecs63720.2025.11006769</a>.","bibtex":"@inproceedings{Hadipour_Jafari_Awais_Platzner_2025, title={A Two-Stage Approximation Methodology for Efficient DNN Hardware Implementation}, DOI={<a href=\"https://doi.org/10.1109/ddecs63720.2025.11006769\">10.1109/ddecs63720.2025.11006769</a>}, booktitle={2025 IEEE 28th International Symposium on Design and Diagnostics of Electronic Circuits and Systems (DDECS)}, publisher={IEEE}, author={Hadipour, Amir Hossein and Jafari, Atousa and Awais, Muhammad and Platzner, Marco}, year={2025} }","short":"A.H. Hadipour, A. Jafari, M. Awais, M. Platzner, in: 2025 IEEE 28th International Symposium on Design and Diagnostics of Electronic Circuits and Systems (DDECS), IEEE, 2025.","ieee":"A. H. Hadipour, A. Jafari, M. Awais, and M. Platzner, “A Two-Stage Approximation Methodology for Efficient DNN Hardware Implementation,” 2025, doi: <a href=\"https://doi.org/10.1109/ddecs63720.2025.11006769\">10.1109/ddecs63720.2025.11006769</a>.","chicago":"Hadipour, Amir Hossein, Atousa Jafari, Muhammad Awais, and Marco Platzner. “A Two-Stage Approximation Methodology for Efficient DNN Hardware Implementation.” In <i>2025 IEEE 28th International Symposium on Design and Diagnostics of Electronic Circuits and Systems (DDECS)</i>. IEEE, 2025. <a href=\"https://doi.org/10.1109/ddecs63720.2025.11006769\">https://doi.org/10.1109/ddecs63720.2025.11006769</a>.","ama":"Hadipour AH, Jafari A, Awais M, Platzner M. A Two-Stage Approximation Methodology for Efficient DNN Hardware Implementation. In: <i>2025 IEEE 28th International Symposium on Design and Diagnostics of Electronic Circuits and Systems (DDECS)</i>. IEEE; 2025. doi:<a href=\"https://doi.org/10.1109/ddecs63720.2025.11006769\">10.1109/ddecs63720.2025.11006769</a>"},"publication_status":"published","title":"A Two-Stage Approximation Methodology for Efficient DNN Hardware Implementation","doi":"10.1109/ddecs63720.2025.11006769","publisher":"IEEE","date_updated":"2025-10-30T10:08:50Z","date_created":"2025-10-30T10:07:11Z","author":[{"last_name":"Hadipour","full_name":"Hadipour, Amir Hossein","first_name":"Amir Hossein"},{"full_name":"Jafari, Atousa","last_name":"Jafari","first_name":"Atousa"},{"first_name":"Muhammad","full_name":"Awais, Muhammad","last_name":"Awais"},{"full_name":"Platzner, Marco","last_name":"Platzner","first_name":"Marco"}]},{"year":"2025","citation":{"chicago":"Bengaluru Amarnath, Prajwal. <i>Design and Integration of Intra-Process Communication for ROS 2 into ReconROS</i>. Paderborn University, 2025.","ieee":"P. Bengaluru Amarnath, <i>Design and Integration of Intra-Process Communication for ROS 2 into ReconROS</i>. Paderborn University, 2025.","ama":"Bengaluru Amarnath P. <i>Design and Integration of Intra-Process Communication for ROS 2 into ReconROS</i>. Paderborn University; 2025.","apa":"Bengaluru Amarnath, P. (2025). <i>Design and Integration of Intra-Process Communication for ROS 2 into ReconROS</i>. Paderborn University.","short":"P. Bengaluru Amarnath, Design and Integration of Intra-Process Communication for ROS 2 into ReconROS, Paderborn University, 2025.","bibtex":"@book{Bengaluru Amarnath_2025, title={Design and Integration of Intra-Process Communication for ROS 2 into ReconROS}, publisher={Paderborn University}, author={Bengaluru Amarnath, Prajwal}, year={2025} }","mla":"Bengaluru Amarnath, Prajwal. <i>Design and Integration of Intra-Process Communication for ROS 2 into ReconROS</i>. Paderborn University, 2025."},"title":"Design and Integration of Intra-Process Communication for ROS 2 into ReconROS","publisher":"Paderborn University","date_updated":"2025-11-20T10:17:09Z","date_created":"2025-11-20T10:15:20Z","supervisor":[{"first_name":"Marco","last_name":"Platzner","id":"398","full_name":"Platzner, Marco"},{"first_name":"Alexander Philipp","last_name":"Nowosad","orcid":"0009-0009-3783-3843","full_name":"Nowosad, Alexander Philipp","id":"68801"}],"author":[{"full_name":"Bengaluru Amarnath, Prajwal","last_name":"Bengaluru Amarnath","first_name":"Prajwal"}],"status":"public","type":"mastersthesis","language":[{"iso":"eng"}],"_id":"62268","user_id":"68801","department":[{"_id":"78"}]},{"status":"public","type":"journal_article","publication":"Journal of Hardware and Systems Security","language":[{"iso":"eng"}],"keyword":["General Engineering","Energy Engineering and Power Technology"],"user_id":"72764","department":[{"_id":"78"}],"_id":"52686","citation":{"chicago":"Ahmed, Qazi Arbab, Tobias Wiersema, and Marco Platzner. “Post-Configuration Activation of Hardware Trojans in FPGAs.” <i>Journal of Hardware and Systems Security</i>, 2024. <a href=\"https://doi.org/10.1007/s41635-024-00147-5\">https://doi.org/10.1007/s41635-024-00147-5</a>.","ieee":"Q. A. Ahmed, T. Wiersema, and M. Platzner, “Post-configuration Activation of Hardware Trojans in FPGAs,” <i>Journal of Hardware and Systems Security</i>, 2024, doi: <a href=\"https://doi.org/10.1007/s41635-024-00147-5\">10.1007/s41635-024-00147-5</a>.","ama":"Ahmed QA, Wiersema T, Platzner M. Post-configuration Activation of Hardware Trojans in FPGAs. <i>Journal of Hardware and Systems Security</i>. Published online 2024. doi:<a href=\"https://doi.org/10.1007/s41635-024-00147-5\">10.1007/s41635-024-00147-5</a>","bibtex":"@article{Ahmed_Wiersema_Platzner_2024, title={Post-configuration Activation of Hardware Trojans in FPGAs}, DOI={<a href=\"https://doi.org/10.1007/s41635-024-00147-5\">10.1007/s41635-024-00147-5</a>}, journal={Journal of Hardware and Systems Security}, publisher={Springer Science and Business Media LLC}, author={Ahmed, Qazi Arbab and Wiersema, Tobias and Platzner, Marco}, year={2024} }","short":"Q.A. Ahmed, T. Wiersema, M. Platzner, Journal of Hardware and Systems Security (2024).","mla":"Ahmed, Qazi Arbab, et al. “Post-Configuration Activation of Hardware Trojans in FPGAs.” <i>Journal of Hardware and Systems Security</i>, Springer Science and Business Media LLC, 2024, doi:<a href=\"https://doi.org/10.1007/s41635-024-00147-5\">10.1007/s41635-024-00147-5</a>.","apa":"Ahmed, Q. A., Wiersema, T., &#38; Platzner, M. (2024). 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