Hardware and Architecture, Computer Engineering, Artificial Intelligence
310
Scholar Citations
9
Scholar h-index
9
Scholar i10-index
RECENT SCHOLAR PUBLICATIONS
Effective and Memory-Efficient Alternatives to ECC for Reliable Large-Scale DNNs MH Ahmadilivani, M Roots, M Restifo, SM Loorits, L Di Mauro, J Raik The 32nd IEEE International Symposium on On-Line Testing and Robust System … , 2026 2026
MTBT: Multi-Target Bit Trojan Attack for Quantized Neural Networks A Kusumoto, MH Ahmadilivani, J Raik 2026 IEEE 29th International Symposium on Design and Diagnostics of … , 2026 2026
Can Model-Level Fault Tolerance be Enough for DNN Hardware Accelerators? A Study N Cherezova, MH Ahmadilivani, J Raik, M Daneshtalab, M Jenihhin IEEE Design & Test , 2026 2026
Cross-Layer Co-Optimized LSTM Accelerator for Real-Time Gait Analysis MH Ahmadilivani, L Aksoy, M Eslami, J Raik, A Kuusik The 27th International Symposium on Quality Electronic Design (ISQED'26) , 2026 2026
Reliability Assessment of Deep Neural Networks and Accelerators Across Design Stages MH Ahmadilivani, N Cherezova, M Glaß, JD Guerrero-Balaguera, ... 2026 IEEE 27th Latin American Test Symposium (LATS), 1-10 , 2026 2026
Progressive Training of Hybrid Clipped Rectified Linear Unit for Resilient Convolution Neural Networks S Mousavi, MH Ahmadilivani, J Raik, M Jenihhin, M Daneshtalab IEEE Access , 2026 2026
Investigating the Impact of Soft Errors in GPU-Accelerated Sparse DNNs MH Ahmadilivani, JER Condia, M Jenihhin, MS Reorda 2026 IEEE 17th Latin America Symposium on Circuits and System (LASCAS), 1-5 , 2026 2026
Late Breaking Results: Uncovering the Limits of ECCs in Vision Transformers and a Zero-Cost Reliability Enhancement MH Ahmadilivani, M Roots, M Restifo, SM Loorits, L Di Mauro, J Raik 2026 Citations: 1
Does Fault Tolerance Safeguard DNNs Against Bitfiip Attacks? A Case Study MH Ahmadilivani, Y Kobayashi, J Raik, M Daneshtalab, M Jenihhin 2025 IEEE International Symposium on Defect and Fault Tolerance in VLSI and … , 2025 2025
Online Estimation and Improvement of Cache Soft Error Vulnerability M Moeini Jahromi, MH Ahmadilivani, M Salehi Journal of Information and Communication Technology 63 (63), 204 , 2025 2025
DeepVigor+: Scalable and Accurate Semi-Analytical Fault Resilience Analysis for Deep Neural Network MH Ahmadilivani, J Raik, M Daneshtalab, M Jenihhin arXiv preprint arXiv:2410.15742 , 2024 2024 Citations: 2
Zero-Memory-Overhead Clipping-Based Fault Tolerance for LSTM Deep Neural Networks B Parchekani, S Nazari, MH Ahmadilivani, A Azarpeyvand, J Raik, ... 2024 IEEE International Symposium on Defect and Fault Tolerance in VLSI and … , 2024 2024 Citations: 1
Heterogeneous approximation of dnn hw accelerators based on channels vulnerability N Cherezova, S Pappalardo, M Taheri, MH Ahmadilivani, B Deveautour, ... 2024 IFIP/IEEE 32nd International Conference on Very Large Scale Integration … , 2024 2024 Citations: 1
Machine Vision for Automated Collaborative Robot Programming in Manufacturing Industrial Factories MH Ahmadilivani, AE Karatopuk, M Roots, J Raik 12th Annual Entrepreneurship and Innovation Conference (EIC) , 2024 2024
Cost-effective fault tolerance for cnns using parameter vulnerability based hardening and pruning MH Ahmadilivani, S Mousavi, J Raik, M Daneshtalab, M Jenihhin 2024 IEEE 30th International Symposium on On-Line Testing and Robust System … , 2024 2024 Citations: 11
ProAct: Progressive training for hybrid clipped activation function to enhance resilience of dnns S Mousavi, MH Ahmadilivani, J Raik, M Jenihhin, M Daneshtalab arXiv preprint arXiv:2406.06313 , 2024 2024 Citations: 6
Real-time gait anomaly detection using 1d-cnn and lstm J Rostovski, MH Ahmadilivani, A Krivošei, A Kuusik, MM Alam Nordic Conference on Digital Health and Wireless Solutions, 260-278 , 2024 2024 Citations: 9
Special session: Reliability assessment recipes for dnn accelerators MH Ahmadilivani, A Bosio, B Deveautour, FF Dos Santos, ... 2024 IEEE 42nd VLSI Test Symposium (VTS), 1-11 , 2024 2024 Citations: 11
Keynote: Cost-Efficient Reliability for Edge-AI Chips M Jenihhin, M Taheri, N Cherezova, MH Ahmadilivani, H Selg, A Jutman, ... 2024 IEEE 25th Latin American Test Symposium (LATS), 1-2 , 2024 2024
ECS an endeavor towards providing similar cache reliability behavior in different programs MH Ahmadilivani, MM Jahromi, ME Salehi, M Kargar Microelectronics Reliability 152, 115295 , 2024 2024 Citations: 2
MOST CITED SCHOLAR PUBLICATIONS
A Systematic Literature Review on Hardware Reliability Assessment Methods for Deep Neural Networks MH Ahmadilivani, M Taheri, J Raik, M Daneshtalab, M Jenihhin ACM Computing Surveys , 2023 2023 Citations: 109
Special session: Approximation and fault resiliency of dnn accelerators MH Ahmadilivani, M Barbareschi, S Barone, A Bosio, M Daneshtalab, ... 2023 IEEE 41st VLSI Test Symposium (VTS), 1-10 , 2023 2023 Citations: 32
Deepaxe: A framework for exploration of approximation and reliability trade-offs in dnn accelerators M Taheri, M Riazati, MH Ahmadilivani, M Jenihhin, M Daneshtalab, J Raik, ... 2023 24th International Symposium on Quality Electronic Design (ISQED), 1-8 , 2023 2023 Citations: 32
Design Space Exploration for Ultra-Low Energy and Secure IoT MCUs E Aerabi, M Bohlouli, MH Ahmadi Livany, M Fazeli, A Papadimitriou, ... ACM Transactions on Embedded Computing Systems (TECS) 19 (3), 1-34 , 2020 2020 Citations: 26
DeepVigor: Vulnerability Value Ranges and Factors for DNNs' Reliability Assessment MH Ahmadilivani, M Taheri, J Raik, M Daneshtalab, M Jenihhin 2023 IEEE European Test Symposium (ETS) , 2023 2023 Citations: 23
Enhancing Fault Resilience of QNNs by Selective Neuron Splitting MH Ahmadilivani, M Taheri, J Raik, M Daneshtalab, M Jenihhin 2023 IEEE 5th International Conference on Artificial Intelligence Circuits … , 2023 2023 Citations: 19
Appraiser: Dnn fault resilience analysis employing approximation errors M Taheri, MH Ahmadilivani, M Jenihhin, M Daneshtalab, J Raik 2023 26th International Symposium on Design and Diagnostics of Electronic … , 2023 2023 Citations: 16
Cost-effective fault tolerance for cnns using parameter vulnerability based hardening and pruning MH Ahmadilivani, S Mousavi, J Raik, M Daneshtalab, M Jenihhin 2024 IEEE 30th International Symposium on On-Line Testing and Robust System … , 2024 2024 Citations: 11
Special session: Reliability assessment recipes for dnn accelerators MH Ahmadilivani, A Bosio, B Deveautour, FF Dos Santos, ... 2024 IEEE 42nd VLSI Test Symposium (VTS), 1-11 , 2024 2024 Citations: 11
Real-time gait anomaly detection using 1d-cnn and lstm J Rostovski, MH Ahmadilivani, A Krivošei, A Kuusik, MM Alam Nordic Conference on Digital Health and Wireless Solutions, 260-278 , 2024 2024 Citations: 9
ProAct: Progressive training for hybrid clipped activation function to enhance resilience of dnns S Mousavi, MH Ahmadilivani, J Raik, M Jenihhin, M Daneshtalab arXiv preprint arXiv:2406.06313 , 2024 2024 Citations: 6
Fully-Fusible Convolutional Neural Networks for End-to-End Fused Architecture with FPGA Implementation I Dadras, S Seydi, MH Ahmadilivani, J Raik, ME Salehi 2023 30th IEEE International Conference on Electronics, Circuits and Systems … , 2023 2023 Citations: 3
Analysis and Improvement of Resilience for Long Short-Term Memory Neural Networks MH Ahmadilivani, J Raik, M Daneshtalab, A Kuusik 2023 IEEE International Symposium on Defect and Fault Tolerance in VLSI and … , 2023 2023 Citations: 3
An efficient analog convolutional neural network hardware accelerator enabled by a novel memoryless architecture for insect-sized robots I Dadras, MH Ahmadilivani, S Banerji, J Raik, A Abloo 2022 11th International Conference on Modern Circuits and Systems … , 2022 2022 Citations: 3
DeepVigor+: Scalable and Accurate Semi-Analytical Fault Resilience Analysis for Deep Neural Network MH Ahmadilivani, J Raik, M Daneshtalab, M Jenihhin arXiv preprint arXiv:2410.15742 , 2024 2024 Citations: 2
ECS an endeavor towards providing similar cache reliability behavior in different programs MH Ahmadilivani, MM Jahromi, ME Salehi, M Kargar Microelectronics Reliability 152, 115295 , 2024 2024 Citations: 2
Late Breaking Results: Uncovering the Limits of ECCs in Vision Transformers and a Zero-Cost Reliability Enhancement MH Ahmadilivani, M Roots, M Restifo, SM Loorits, L Di Mauro, J Raik 2026 Citations: 1
Zero-Memory-Overhead Clipping-Based Fault Tolerance for LSTM Deep Neural Networks B Parchekani, S Nazari, MH Ahmadilivani, A Azarpeyvand, J Raik, ... 2024 IEEE International Symposium on Defect and Fault Tolerance in VLSI and … , 2024 2024 Citations: 1
Heterogeneous approximation of dnn hw accelerators based on channels vulnerability N Cherezova, S Pappalardo, M Taheri, MH Ahmadilivani, B Deveautour, ... 2024 IFIP/IEEE 32nd International Conference on Very Large Scale Integration … , 2024 2024 Citations: 1
Effective and Memory-Efficient Alternatives to ECC for Reliable Large-Scale DNNs MH Ahmadilivani, M Roots, M Restifo, SM Loorits, L Di Mauro, J Raik The 32nd IEEE International Symposium on On-Line Testing and Robust System … , 2026 2026
