[{"research_group":[{"_id":"f025f82c-c221-11ec-90a2-d82e18d06cb8","name":"CareTech OWL - Zentrum für Gesundheit, Soziales und Technologie"}],"quality_controlled":"1","project":[{"name":"Institut für Systemdynamik und Mechatronik","_id":"beb248c8-cd75-11ed-b77c-e432b4711f7b"}],"title":"FINN-Tro: Exploiting Verification Gaps in Dataflow Inference Accelerators","year":"2026","type":"conference","doi":"10.48550/ARXIV.2609.26824","publisher":"arXiv","_id":"7184","citation":{"alphadin":"<span style=\"font-variant:small-caps;\">Ahmed, Qazi Arbab</span> ; <span style=\"font-variant:small-caps;\">Karki, Suraj</span> ; <span style=\"font-variant:small-caps;\">Jungeblut, Thorsten</span>: FINN-Tro: Exploiting Verification Gaps in Dataflow Inference Accelerators. In:  : arXiv, 2026","mla":"Ahmed, Qazi Arbab, et al. <i>FINN-Tro: Exploiting Verification Gaps in Dataflow Inference Accelerators</i>. arXiv, 2026, doi:<a href=\"https://doi.org/10.48550/ARXIV.2609.26824\">10.48550/ARXIV.2609.26824</a>.","ieee":"Q. A. Ahmed, S. Karki, and T. Jungeblut, “FINN-Tro: Exploiting Verification Gaps in Dataflow Inference Accelerators,” 2026.","short":"Q.A. Ahmed, S. Karki, T. Jungeblut, in: arXiv, 2026.","bibtex":"@inproceedings{Ahmed_Karki_Jungeblut_2026, title={FINN-Tro: Exploiting Verification Gaps in Dataflow Inference Accelerators}, DOI={<a href=\"https://doi.org/10.48550/ARXIV.2609.26824\">10.48550/ARXIV.2609.26824</a>}, publisher={arXiv}, author={Ahmed, Qazi Arbab and Karki, Suraj and Jungeblut, Thorsten}, year={2026} }","ama":"Ahmed QA, Karki S, Jungeblut T. FINN-Tro: Exploiting Verification Gaps in Dataflow Inference Accelerators. In: arXiv; 2026. doi:<a href=\"https://doi.org/10.48550/ARXIV.2609.26824\">10.48550/ARXIV.2609.26824</a>","apa":"Ahmed, Q. A., Karki, S., &#38; Jungeblut, T. (2026). FINN-Tro: Exploiting Verification Gaps in Dataflow Inference Accelerators. arXiv. <a href=\"https://doi.org/10.48550/ARXIV.2609.26824\">https://doi.org/10.48550/ARXIV.2609.26824</a>","chicago":"Ahmed, Qazi Arbab, Suraj Karki, and Thorsten Jungeblut. “FINN-Tro: Exploiting Verification Gaps in Dataflow Inference Accelerators.” arXiv, 2026. <a href=\"https://doi.org/10.48550/ARXIV.2609.26824\">https://doi.org/10.48550/ARXIV.2609.26824</a>."},"department":[{"_id":"103"}],"author":[{"orcid":"0000-0002-1837-2254","last_name":"Ahmed","first_name":"Qazi Arbab","full_name":"Ahmed, Qazi Arbab","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0002-1837-2254/work/227695870","id":"257333"},{"full_name":"Karki, Suraj","first_name":"Suraj","last_name":"Karki"},{"full_name":"Jungeblut, Thorsten","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0001-7425-8766/work/227695871","orcid":"0000-0001-7425-8766","last_name":"Jungeblut","first_name":"Thorsten","id":"242294"}],"status":"public","date_updated":"2026-09-24T12:32:15Z","date_created":"2026-09-24T12:31:20Z","publication_status":"published","user_id":"257333","language":[{"iso":"eng"}]},{"title":"No Attention, No Problem: DPU-Aware Attention Approximation in Modern YOLO on FPGA","project":[{"name":"Institut für Systemdynamik und Mechatronik","_id":"beb248c8-cd75-11ed-b77c-e432b4711f7b"}],"oa":"1","doi":"10.48550/arXiv.2607.13106","type":"working_paper","year":"2026","author":[{"full_name":"Karki, Suraj","first_name":"Suraj","last_name":"Karki"},{"last_name":"Ahmed","orcid":"0000-0002-1837-2254","first_name":"Qazi Arbab","full_name":"Ahmed, Qazi Arbab","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0002-1837-2254/work/227259862","id":"257333"},{"full_name":"Jungeblut, Thorsten","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0001-7425-8766/work/227259884","orcid":"0000-0001-7425-8766","last_name":"Jungeblut","first_name":"Thorsten","id":"242294"}],"department":[{"_id":"103"}],"_id":"7171","citation":{"mla":"Karki, Suraj, et al. <i>No Attention, No Problem: DPU-Aware Attention Approximation in Modern YOLO on FPGA</i>. 2026, doi:<a href=\"https://doi.org/10.48550/arXiv.2607.13106\">10.48550/arXiv.2607.13106</a>.","ieee":"S. Karki, Q. A. Ahmed, and T. Jungeblut, <i>No Attention, No Problem: DPU-Aware Attention Approximation in Modern YOLO on FPGA</i>. 2026.","alphadin":"<span style=\"font-variant:small-caps;\">Karki, Suraj</span> ; <span style=\"font-variant:small-caps;\">Ahmed, Qazi Arbab</span> ; <span style=\"font-variant:small-caps;\">Jungeblut, Thorsten</span>: <i>No Attention, No Problem: DPU-Aware Attention Approximation in Modern YOLO on FPGA</i>, 2026","short":"S. Karki, Q.A. Ahmed, T. Jungeblut, No Attention, No Problem: DPU-Aware Attention Approximation in Modern YOLO on FPGA, 2026.","ama":"Karki S, Ahmed QA, Jungeblut T. <i>No Attention, No Problem: DPU-Aware Attention Approximation in Modern YOLO on FPGA</i>.; 2026. doi:<a href=\"https://doi.org/10.48550/arXiv.2607.13106\">10.48550/arXiv.2607.13106</a>","bibtex":"@book{Karki_Ahmed_Jungeblut_2026, title={No Attention, No Problem: DPU-Aware Attention Approximation in Modern YOLO on FPGA}, DOI={<a href=\"https://doi.org/10.48550/arXiv.2607.13106\">10.48550/arXiv.2607.13106</a>}, author={Karki, Suraj and Ahmed, Qazi Arbab and Jungeblut, Thorsten}, year={2026} }","apa":"Karki, S., Ahmed, Q. A., &#38; Jungeblut, T. (2026). <i>No Attention, No Problem: DPU-Aware Attention Approximation in Modern YOLO on FPGA</i>. <a href=\"https://doi.org/10.48550/arXiv.2607.13106\">https://doi.org/10.48550/arXiv.2607.13106</a>","chicago":"Karki, Suraj, Qazi Arbab Ahmed, and Thorsten Jungeblut. <i>No Attention, No Problem: DPU-Aware Attention Approximation in Modern YOLO on FPGA</i>, 2026. <a href=\"https://doi.org/10.48550/arXiv.2607.13106\">https://doi.org/10.48550/arXiv.2607.13106</a>."},"main_file_link":[{"open_access":"1"}],"abstract":[{"lang":"eng","text":"Edge-based Artificial Intelligence (AI) acceleration has recently improved progress in real-time object detection. Object detection on edge devices requires a balance between accuracy, speed, and power efficiency. This paper proposes a customized Deep Learning Processor Unit (DPU)-aware architecture for attention-based YOLO variants deployed on AMD FPGAs. Specifically, we evaluate and benchmark YOLOv26 and YOLOv11, two modern attention-based YOLO variants, on the Xilinx ZCU104 across both standard and oriented object detection tasks. We replace unsupported activation functions, substitute split operations with 1x1 convolutions, and approximate the spatial attention mechanism in a DPU-compatible way. All models are then trained and evaluated across six benchmark datasets such as COCO, Pascal VOC, KITTI, DOTA, DIOR-R, and an in-house human presence dataset, and benchmarked across all eight DPU configurations (B512 to B4096) in terms of mAP, FPS, latency, power, and resource utilization. Notably, YOLOv26n and YOLOv26n-OBB deliver the highest end-to-end throughput at 34.05 and 29.55 FPS for standard and oriented detection, respectively, with an average of 5% absolute reduction in accuracy due to quantization while achieving up to approximately 3x lower power consumption compared with the state of the art."}],"language":[{"iso":"eng"}],"user_id":"220548","date_created":"2026-09-20T15:30:48Z","date_updated":"2026-09-24T12:29:24Z","status":"public"},{"citation":{"ama":"Wermuth S, Ahmed QA, Neumann K, Jungeblut T. PMOF: A Dataset and Benchmark for Passenger Monitoring Using Overhead Fisheye Cameras. In: Arxiv; 2026. doi:<a href=\"https://doi.org/10.48550/arXiv.2606.13910\">10.48550/arXiv.2606.13910</a>","bibtex":"@inproceedings{Wermuth_Ahmed_Neumann_Jungeblut_2026, title={PMOF: A Dataset and Benchmark for Passenger Monitoring Using Overhead Fisheye Cameras}, DOI={<a href=\"https://doi.org/10.48550/arXiv.2606.13910\">10.48550/arXiv.2606.13910</a>}, publisher={Arxiv}, author={Wermuth, Stella and Ahmed, Qazi Arbab and Neumann, Klaus and Jungeblut, Thorsten}, year={2026} }","ieee":"S. Wermuth, Q. A. Ahmed, K. Neumann, and T. Jungeblut, “PMOF: A Dataset and Benchmark for Passenger Monitoring Using Overhead Fisheye Cameras,” presented at the 22nd IEEE International Conference on Advanced Visual and Signal-Based Systems (AVSS 2026), Lecce, Italien, 2026.","mla":"Wermuth, Stella, et al. <i>PMOF: A Dataset and Benchmark for Passenger Monitoring Using Overhead Fisheye Cameras</i>. Arxiv, 2026, doi:<a href=\"https://doi.org/10.48550/arXiv.2606.13910\">10.48550/arXiv.2606.13910</a>.","alphadin":"<span style=\"font-variant:small-caps;\">Wermuth, Stella</span> ; <span style=\"font-variant:small-caps;\">Ahmed, Qazi Arbab</span> ; <span style=\"font-variant:small-caps;\">Neumann, Klaus</span> ; <span style=\"font-variant:small-caps;\">Jungeblut, Thorsten</span>: PMOF: A Dataset and Benchmark for Passenger Monitoring Using Overhead Fisheye Cameras. In:  : Arxiv, 2026","short":"S. Wermuth, Q.A. Ahmed, K. Neumann, T. Jungeblut, in: Arxiv, 2026.","chicago":"Wermuth, Stella, Qazi Arbab Ahmed, Klaus Neumann, and Thorsten Jungeblut. “PMOF: A Dataset and Benchmark for Passenger Monitoring Using Overhead Fisheye Cameras.” Arxiv, 2026. <a href=\"https://doi.org/10.48550/arXiv.2606.13910\">https://doi.org/10.48550/arXiv.2606.13910</a>.","apa":"Wermuth, S., Ahmed, Q. A., Neumann, K., &#38; Jungeblut, T. (2026). PMOF: A Dataset and Benchmark for Passenger Monitoring Using Overhead Fisheye Cameras. Presented at the 22nd IEEE International Conference on Advanced Visual and Signal-Based Systems (AVSS 2026), Lecce, Italien: Arxiv. <a href=\"https://doi.org/10.48550/arXiv.2606.13910\">https://doi.org/10.48550/arXiv.2606.13910</a>"},"_id":"6987","author":[{"id":"257895","first_name":"Stella","orcid":"0009-0001-3498-527X","last_name":"Wermuth","orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0001-3498-527X/work/217697843","full_name":"Wermuth, Stella"},{"orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0002-1837-2254/work/217697846","full_name":"Ahmed, Qazi Arbab","first_name":"Qazi Arbab","orcid":"0000-0002-1837-2254","last_name":"Ahmed","id":"257333"},{"last_name":"Neumann","first_name":"Klaus","full_name":"Neumann, Klaus"},{"last_name":"Jungeblut","orcid":"0000-0001-7425-8766","first_name":"Thorsten","full_name":"Jungeblut, Thorsten","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0001-7425-8766/work/217697847","id":"242294"}],"date_updated":"2026-06-17T06:29:22Z","status":"public","external_id":{"arxiv":["2606.13910"]},"date_created":"2026-06-15T09:37:04Z","user_id":"220548","language":[{"iso":"eng"}],"conference":{"end_date":"2026-09-03","location":"Lecce, Italien","name":"22nd IEEE International Conference on Advanced Visual and Signal-Based Systems (AVSS 2026)","start_date":"2026-09-01"},"quality_controlled":"1","title":"PMOF: A Dataset and Benchmark for Passenger Monitoring Using Overhead Fisheye Cameras","year":"2026","doi":"10.48550/arXiv.2606.13910","type":"conference","publisher":"Arxiv"},{"citation":{"short":"S. Sadeghi-Kohan, M. Awais, Q.A. Ahmed, M. Platzner, S. Hellebrand, T. Jungeblut, H.-J. Wunderlich, in: IEEE (Ed.), 2026 IEEE 29th International Symposium on Design and Diagnostics of Electronic Circuits and Systems (DDECS), IEEE, 2026, pp. 1–5.","alphadin":"<span style=\"font-variant:small-caps;\">Sadeghi-Kohan, Somayeh</span> ; <span style=\"font-variant:small-caps;\">Awais, Muhammad</span> ; <span style=\"font-variant:small-caps;\">Ahmed, Qazi Arbab</span> ; <span style=\"font-variant:small-caps;\">Platzner, Marco</span> ; <span style=\"font-variant:small-caps;\">Hellebrand, Sybille</span> ; <span style=\"font-variant:small-caps;\">Jungeblut, Thorsten</span> ; <span style=\"font-variant:small-caps;\">Wunderlich, Hans-Joachim</span>: Reliability Assessment in Approximate Accelerator Synthesis. In: <span style=\"font-variant:small-caps;\">IEEE</span> (Hrsg.): <i>2026 IEEE 29th International Symposium on Design and Diagnostics of Electronic Circuits and Systems (DDECS)</i> : IEEE, 2026, S. 1–5","ieee":"S. Sadeghi-Kohan <i>et al.</i>, “Reliability Assessment in Approximate Accelerator Synthesis,” in <i>2026 IEEE 29th International Symposium on Design and Diagnostics of Electronic Circuits and Systems (DDECS)</i>, Bratislava, Slovakia, 2026, pp. 1–5.","mla":"Sadeghi-Kohan, Somayeh, et al. “Reliability Assessment in Approximate Accelerator Synthesis.” <i>2026 IEEE 29th International Symposium on Design and Diagnostics of Electronic Circuits and Systems (DDECS)</i>, edited by IEEE, IEEE, 2026, pp. 1–5, doi:<a href=\"https://doi.org/10.1109/DDECS69233.2026.11520985\">10.1109/DDECS69233.2026.11520985</a>.","bibtex":"@inproceedings{Sadeghi-Kohan_Awais_Ahmed_Platzner_Hellebrand_Jungeblut_Wunderlich_2026, title={Reliability Assessment in Approximate Accelerator Synthesis}, DOI={<a href=\"https://doi.org/10.1109/DDECS69233.2026.11520985\">10.1109/DDECS69233.2026.11520985</a>}, booktitle={2026 IEEE 29th International Symposium on Design and Diagnostics of Electronic Circuits and Systems (DDECS)}, publisher={IEEE}, author={Sadeghi-Kohan, Somayeh and Awais, Muhammad and Ahmed, Qazi Arbab and Platzner, Marco and Hellebrand, Sybille and Jungeblut, Thorsten and Wunderlich, Hans-Joachim}, editor={IEEEEditor}, year={2026}, pages={1–5} }","ama":"Sadeghi-Kohan S, Awais M, Ahmed QA, et al. Reliability Assessment in Approximate Accelerator Synthesis. In: IEEE, ed. <i>2026 IEEE 29th International Symposium on Design and Diagnostics of Electronic Circuits and Systems (DDECS)</i>. IEEE; 2026:1-5. doi:<a href=\"https://doi.org/10.1109/DDECS69233.2026.11520985\">10.1109/DDECS69233.2026.11520985</a>","chicago":"Sadeghi-Kohan, Somayeh, Muhammad Awais, Qazi Arbab Ahmed, Marco Platzner, Sybille Hellebrand, Thorsten Jungeblut, and Hans-Joachim Wunderlich. “Reliability Assessment in Approximate Accelerator Synthesis.” In <i>2026 IEEE 29th International Symposium on Design and Diagnostics of Electronic Circuits and Systems (DDECS)</i>, edited by IEEE, 1–5. IEEE, 2026. <a href=\"https://doi.org/10.1109/DDECS69233.2026.11520985\">https://doi.org/10.1109/DDECS69233.2026.11520985</a>.","apa":"Sadeghi-Kohan, S., Awais, M., Ahmed, Q. A., Platzner, M., Hellebrand, S., Jungeblut, T., &#38; Wunderlich, H.-J. (2026). Reliability Assessment in Approximate Accelerator Synthesis. In IEEE (Ed.), <i>2026 IEEE 29th International Symposium on Design and Diagnostics of Electronic Circuits and Systems (DDECS)</i> (pp. 1–5). Bratislava, Slovakia: IEEE. <a href=\"https://doi.org/10.1109/DDECS69233.2026.11520985\">https://doi.org/10.1109/DDECS69233.2026.11520985</a>"},"_id":"6989","department":[{"_id":"103"}],"author":[{"full_name":"Sadeghi-Kohan, Somayeh","last_name":"Sadeghi-Kohan","first_name":"Somayeh"},{"full_name":"Awais, Muhammad","last_name":"Awais","first_name":"Muhammad"},{"id":"257333","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0002-1837-2254/work/217757502","full_name":"Ahmed, Qazi Arbab","first_name":"Qazi Arbab","last_name":"Ahmed","orcid":"0000-0002-1837-2254"},{"first_name":"Marco","last_name":"Platzner","full_name":"Platzner, Marco"},{"full_name":"Hellebrand, Sybille","last_name":"Hellebrand","first_name":"Sybille"},{"id":"242294","last_name":"Jungeblut","orcid":"0000-0001-7425-8766","first_name":"Thorsten","full_name":"Jungeblut, Thorsten","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0001-7425-8766/work/217757504"},{"first_name":"Hans-Joachim","last_name":"Wunderlich","full_name":"Wunderlich, Hans-Joachim"}],"publication":"2026 IEEE 29th International Symposium on Design and Diagnostics of Electronic Circuits and Systems (DDECS)","date_updated":"2026-06-17T06:25:27Z","status":"public","publication_status":"published","date_created":"2026-06-15T20:51:45Z","page":"1-5","user_id":"220548","language":[{"iso":"eng"}],"corporate_editor":["IEEE"],"publication_identifier":{"eisbn":["979-8-3315-8229-6"]},"conference":{"name":"2026 IEEE 29th International Symposium on Design and Diagnostics of Electronic Circuits and Systems (DDECS)","location":"Bratislava, Slovakia","end_date":"2026-04-29","start_date":"2026-04-27"},"title":"Reliability Assessment in Approximate Accelerator Synthesis","year":"2026","type":"conference","doi":"10.1109/DDECS69233.2026.11520985","publisher":"IEEE"},{"project":[{"_id":"beb248c8-cd75-11ed-b77c-e432b4711f7b","name":"Institut für Systemdynamik und Mechatronik"}],"title":"Bridging the Gap Between AI Quantization and Edge Deployment: INT4 and INT8 on the Edge","conference":{"end_date":"2025.12.05","name":"NeurIPS 2025 in San Diego, CA, USA.","location":"San Diego, CA, USA.","start_date":"2025-11-29"},"type":"conference_abstract","year":"2025","place":"San Diego, CA, USA.","department":[{"_id":"103"}],"author":[{"full_name":"Köse, Mohammad Ibrahim","first_name":"Mohammad Ibrahim","last_name":"Köse"},{"last_name":"Ahmed","orcid":"0000-0002-1837-2254","first_name":"Qazi Arbab","full_name":"Ahmed, Qazi Arbab","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0002-1837-2254/work/198746983","id":"257333"},{"last_name":"Jungeblut","orcid":"0000-0001-7425-8766","first_name":"Thorsten","full_name":"Jungeblut, Thorsten","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0001-7425-8766/work/198746984","id":"242294"}],"main_file_link":[{"url":"https://neurips.cc/virtual/2025/loc/san-diego/132986"}],"citation":{"chicago":"Köse, Mohammad Ibrahim, Qazi Arbab Ahmed, and Thorsten Jungeblut. “Bridging the Gap Between AI Quantization and Edge Deployment: INT4 and INT8 on the Edge.” In <i>The 5th Muslims in Machine Learning (MusIML) Workshop Co-Located with NeurIPS 2025</i>, edited by NeurIPS 2025 . San Diego, CA, USA., 2025.","apa":"Köse, M. I., Ahmed, Q. A., &#38; Jungeblut, T. (2025). Bridging the Gap Between AI Quantization and Edge Deployment: INT4 and INT8 on the Edge. In NeurIPS 2025  (Ed.), <i>The 5th Muslims in Machine Learning (MusIML) Workshop co-located with NeurIPS 2025</i>. San Diego, CA, USA.","bibtex":"@inproceedings{Köse_Ahmed_Jungeblut_2025, place={San Diego, CA, USA.}, title={Bridging the Gap Between AI Quantization and Edge Deployment: INT4 and INT8 on the Edge}, booktitle={The 5th Muslims in Machine Learning (MusIML) Workshop co-located with NeurIPS 2025}, author={Köse, Mohammad Ibrahim and Ahmed, Qazi Arbab and Jungeblut, Thorsten}, editor={NeurIPS 2025 Editor}, year={2025} }","ama":"Köse MI, Ahmed QA, Jungeblut T. Bridging the Gap Between AI Quantization and Edge Deployment: INT4 and INT8 on the Edge. In: NeurIPS 2025 , ed. <i>The 5th Muslims in Machine Learning (MusIML) Workshop Co-Located with NeurIPS 2025</i>. San Diego, CA, USA.; 2025.","alphadin":"<span style=\"font-variant:small-caps;\">Köse, Mohammad Ibrahim</span> ; <span style=\"font-variant:small-caps;\">Ahmed, Qazi Arbab</span> ; <span style=\"font-variant:small-caps;\">Jungeblut, Thorsten</span>: Bridging the Gap Between AI Quantization and Edge Deployment: INT4 and INT8 on the Edge. In: <span style=\"font-variant:small-caps;\">NeurIPS 2025 </span> (Hrsg.): <i>The 5th Muslims in Machine Learning (MusIML) Workshop co-located with NeurIPS 2025</i>. San Diego, CA, USA., 2025","mla":"Köse, Mohammad Ibrahim, et al. “Bridging the Gap Between AI Quantization and Edge Deployment: INT4 and INT8 on the Edge.” <i>The 5th Muslims in Machine Learning (MusIML) Workshop Co-Located with NeurIPS 2025</i>, edited by NeurIPS 2025 , 2025.","ieee":"M. I. Köse, Q. A. Ahmed, and T. Jungeblut, “Bridging the Gap Between AI Quantization and Edge Deployment: INT4 and INT8 on the Edge,” in <i>The 5th Muslims in Machine Learning (MusIML) Workshop co-located with NeurIPS 2025</i>, San Diego, CA, USA., 2025.","short":"M.I. Köse, Q.A. Ahmed, T. Jungeblut, in: NeurIPS 2025  (Ed.), The 5th Muslims in Machine Learning (MusIML) Workshop Co-Located with NeurIPS 2025, San Diego, CA, USA., 2025."},"_id":"6365","user_id":"263827","language":[{"iso":"eng"}],"corporate_editor":["NeurIPS 2025 "],"date_updated":"2026-03-17T15:29:29Z","publication":"The 5th Muslims in Machine Learning (MusIML) Workshop co-located with NeurIPS 2025","status":"public","publication_status":"published","date_created":"2025-12-04T14:43:07Z"},{"citation":{"bibtex":"@inproceedings{Jalil_Awais_Ahmed_Mohammadi_Jungeblut_Platzner_2025, title={Deep&#38;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}, editor={Institute of Electrical and Electronics Engineers (IEEE)Editor}, year={2025}, pages={115–118} }","ama":"Jalil F, Awais M, Ahmed QA, Mohammadi HG, Jungeblut T, Platzner M. Deep&#38;Wide: Achieving Area Efficiency in Scalable Approximate Accelerators. In: Institute of Electrical and Electronics Engineers (IEEE), ed. <i>2025 55th Annual IEEE/IFIP International Conference on Dependable Systems and Networks Workshops (DSN-W)</i>. IEEE; 2025:115-118. doi:<a href=\"https://doi.org/10.1109/DSN-W65791.2025.00048\">10.1109/DSN-W65791.2025.00048</a>","short":"F. Jalil, M. Awais, Q.A. Ahmed, H.G. Mohammadi, T. Jungeblut, M. Platzner, in: Institute of Electrical and Electronics Engineers (IEEE) (Ed.), 2025 55th Annual IEEE/IFIP International Conference on Dependable Systems and Networks Workshops (DSN-W), IEEE, 2025, pp. 115–118.","alphadin":"<span style=\"font-variant:small-caps;\">Jalil, Farjana</span> ; <span style=\"font-variant:small-caps;\">Awais, Muhammad</span> ; <span style=\"font-variant:small-caps;\">Ahmed, Qazi Arbab</span> ; <span style=\"font-variant:small-caps;\">Mohammadi, Hassan Ghasemzadeh</span> ; <span style=\"font-variant:small-caps;\">Jungeblut, Thorsten</span> ; <span style=\"font-variant:small-caps;\">Platzner, Marco</span>: Deep&#38;Wide: Achieving Area Efficiency in Scalable Approximate Accelerators. In: <span style=\"font-variant:small-caps;\">Institute of Electrical and Electronics Engineers (IEEE)</span> (Hrsg.): <i>2025 55th Annual IEEE/IFIP International Conference on Dependable Systems and Networks Workshops (DSN-W)</i> : IEEE, 2025, S. 115–118","ieee":"F. Jalil, M. 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