AdAM: Adaptive Approximate Multiplier for Fault Tolerance in DNN Accelerators
IEEE Transactions on Device and Materials Reliability· 2025DOI Mahdi Taheri, Natalia Cherezova, Samira Nazari, Ali Azarpeyvand, Tara Ghasempouri, Masoud Daneshtalab, Jaan Raik, Maksim Jenihhin
AdAM: Adaptive Approximate Multiplier for Fault Tolerance in DNN Accelerators
IEEE Transactions on Device and Materials Reliability· 2025DOI Mahdi Taheri, Natalia Cherezova, Samira Nazari, Ali Azarpeyvand, Tara Ghasempouri, Masoud Daneshtalab, Jaan Raik, Maksim Jenihhin
An Efficient Architecture for Edge AI Federated Learning With Homomorphic Encryption
Dadmehr Rahbari, Masoud Daneshtalab, Maksim Jenihhin
AxEnMULT: Design of an Efficient and Reliable Approximate Encoding-Based Multiplier
2025 IEEE Computer Society Annual Symposium on VLSI (ISVLSI)· 2025DOI Ahsan Rafiq, Alberto Bosio, Salvatore Pappalardo, Maksim Jenihhin
FORTALESA: Fault-tolerant reconfigurable systolic array for DNN inference
Microprocessors and Microsystems· 2025DOI Natalia Cherezova, Artur Jutman, Maksim Jenihhin
FORTUNE: A Negative Memory Overhead Hardware-Agnostic Fault TOleRance TechniqUe in DNNs
2024 IEEE 33rd Asian Test Symposium (ATS)· 2025DOI Samira Nazari, Mahdi Taheri, Ali Azarpeyvand, Mohsen Afsharchi, Tara Ghasempouri, Christian Herglotz, Masoud Daneshtalab, Maksim Jenihhin
GENIE: GENetIc Algorithm-Based REliability Assessment Methodology for Deep Neural Networks
2025 11th International Conference on Computing and Artificial Intelligence (ICCAI)· 2025DOI Samira Nazari, Mahdi Taheri, Ali Azarpeyvand, Mohsen Afsharchi, Christian Herglotz, Maksim Jenihhin
Reliability-Aware Performance Optimization of DNN HW Accelerators Through Heterogeneous Quantization
2025 IEEE 26th Latin American Test Symposium (LATS)· 2025DOI Samira Nazari, Mahdi Taheri, Ali Azarpeyvand, Mohsen Afsharchi, Christian Herglotz, Maksim 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)· 2025DOI Mahdi Taheri, Parth Patne, Natalia Cherezova, Ali Mahani, Christian Herglotz, Maksim Jenihhin
XMULT: An Energy-Efficient Design of Approximate Multiplier
2025 55th Annual IEEE/IFIP International Conference on Dependable Systems and Networks Workshops (DSN-W)· 2025DOI Ahsan Rafiq, Maksim Jenihhin
FORTUNE: A Negative Memory Overhead Hardware-Agnostic Fault TOleRance TechniqUe in DNNs
Samira Nazari, Mahdi Taheri, Ali Azarpeyvand, Mohsen Afsharchi, Tara Ghasempouri, Christian Herglotz, Masoud Daneshtalab, Maksim Jenihhin
Special Session: In-Field ML-Assisted Intermittent Fault Localization and Management in RISC-V SoCs
2024 IEEE International Symposium on Defect and Fault Tolerance in VLSI and Nanotechnology Systems (DFT)· 2024DOI Selg, Hardi; Shibin, Konstantin; Tsertov, Anton; Jenihhin, Maksim; Ellervee, Peeter; Raik, Jaan
Special Session: In-Field ML-Assisted Intermittent Fault Localization and Management in RISC-V SoCs
2024 IEEE International Symposium on Defect and Fault Tolerance in VLSI and Nanotechnology Systems (DFT)· 2024DOI Hardi Selg, Konstantin Shibin, Anton Tsertov, Maksim Jenihhin, Peeter Ellervee, Jaan Raik
Adaptive Fault Resilience for Early-Exit DNNs
IEEE Asian Test Symposium (ATS'25) (ATS-25)DOI Kodamanchili, Rama Mounika; Cherezova; Natalia; Taheri, Mahdi; Jenihhin, Maksim