Scientific publications
Nr. | Codes | Authors | Title | Publication details | Links |
|---|---|---|---|---|---|
1 | (WP4/TUT) | M. Taheri, N. Cherezova, S. Nazari, A. Azarpeyvand, T. Ghasempouri, M. Daneshtalab, J. Raik, M. Jenihhin | “AdAM: Adaptive Approximate Multiplier for Fault Tolerance in DNN Accelerators” | IEEE Transactions on Device and Materials Reliability, 25 (1), 66−75. | [doi] [url] (open access) |
2 | (WP4/TUT) | N. Cherezova, A. Jutman, M. Jenihhin | “FORTALESA: Fault-tolerant reconfigurable systolic array for DNN inference” | Microprocessors and Microsystems, 119, 105222. | [doi] [url] (open access) |
3 | (WP4/TUT) | D. Rahbari, M. Daneshtalab, M. Jenihhin | “An Efficient Architecture for Edge AI Federated Learning with Homomorphic Encryption” | in IEEE Access, vol. 13, pp. 97919-97929, 2025 | [doi] [url] (open access) |
4 | (WP4/TUT) | M. Taheri, P. Patne, N. Cherezova, A. Mahani, C. Herglotz and M. Jenihhin | “RL-Agent-based Early-Exit DNN Architecture Search Framework” | 2025 IEEE 28th International Symposium on Design and Diagnostics of Electronic Circuits and Systems (DDECS), Lyon, France, 2025, pp. 145-148. | [doi] [url] (open access) |
5 | (WP4/TUT) | S. Nazari, M. Taheri, A. Azarpeyvand, M. Afsharchi, C. Herglotz and M. Jenihhin | “Reliability-Aware Performance Optimization of DNN HW Accelerators Through Heterogeneous Quantization” | 2025 IEEE 26th Latin American Test Symposium (LATS), San Andres Islas, Colombia, 2025, pp. 1-6. | [doi] [url] (open access) |
6 | (WP4/TUT) | A. Rafiq and M. Jenihhin | “XMULT: An Energy-Efficient Design of Approximate Multiplier” | 2025 55th Annual IEEE/IFIP International Conference on Dependable Systems and Networks Workshops (DSN-W), Naples, Italy, 2025, pp. 111-114. | [doi] [url] (open access) |
7 | (WP4/TUT) | S. Nazari, M. Taheri, A. Azarpeyvand, M. Afsharchi, C. Herglotz and M. Jenihhin | “GENIE: GENetIc Algorithm-Based REliability Assessment Methodology for Deep Neural Networks” | 2025 11th International Conference on Computing and Artificial Intelligence (ICCAI), Kyoto, Japan, 2025, pp. 264-271. | [doi] [url] (open access) |
8 | (WP4/TUT) | S. Nazari, M. Taheri, A. Azarpeyvand, M. Afsharchi, T. Ghasempouri, C. Herglotz, M. Daneshtalab, M. Jenihhin | “FORTUNE: A Negative Memory Overhead Hardware-Agnostic Fault TOleRance TechniqUe in DNNs” | 2024 IEEE 33rd Asian Test Symposium (ATS), Ahmedabad, India, 2024, pp. 1-6. | [doi] [url] (open access) |
9 | (WP4/TUT/ECL) | A. Rafiq, A. Bosio, S. Pappalardo, M. Jenihhin | “AxEnMULT: Design of an Efficient and Reliable Approximate Encoding-Based Multiplier” | 32025 IEEE Computer Society Annual Symposium on VLSI (ISVLSI). IEEE, 1−6. | [doi] [url] (open access) |
10 | (WP4/TUT) | H. Selg, K. Shibin, A. Tsertov, M. Jenihhin, P. Ellervee, J. Raik | “In-Field ML-Assisted Intermittent Fault Localization and Management in RISC-V SoCs” | 37th IEEE International Symposium on Defect and Fault Tolerance in VLSI and Nanotechnology Systems (DFT’24)), October 8th - 10th, 2024, Harwell campus in Oxfordshire, UK. | |
11 | (WP4/TUT) | P. Patne, M.Taheri, C. Herglotz, M. Jenihhin, M. Krstic and M. Hübner | “DART: Input-Difficulty-AwaRe Adaptive Threshold for Early-Exit DNNs” | IEEE | [doi] [url] (open access) |
12 | (WP4/TUT) | R. M. Kodamanchili, N. Cherezova, M. Taheri and M. Jenihhin | “Adaptive Fault Resilience for Early-Exit DNNsDART: Input-Difficulty-AwaRe Adaptive Threshold for Early-Exit DNNs” | IEEE Asian Test Symposium (ATS'25) (ATS-25), Tokyo, Japan. | [doi] [url] (open access) |
13 | (WP4/TUT) | M. H. Ahmadilivani, L. Aksoy, M. Eslami, J. Raik and A. Kuusik | “Cross-Layer Co-Optimized LSTM Accelerator for Real-Time Gait Analysis” | IEEE | [doi] [url] (open access) |
