Publikatsioonid

NURSE: A Distributed Architecture for Runtime Fault Management in Processor Designs
Autorid: Santhosh, Ashwin; Jutman, Artur; Kaja, Endri; Ecker, Wolfgang; Jenihhin, Maksim
Aasta: 2026
Investigating the Impact of Soft Errors in GPU-accelerated Sparse DNNs
Väljaanne: 2026 IEEE 17th Latin American Circuits and System (LASCAS)
Autorid: Mohammad Hasan Ahmadilivani, Josie E. Rodriguez Condia, Maksim Jenihhin, Matteo Sonza Reorda
Aasta: 2026
Progressive Training of Hybrid Clipped Rectified Linear Unit for Resilient Convolution Neural Networks
Väljaanne: IEEE Access
Autorid: Mousavi, Seyedhamidreza; Ahmadilivani, Mohammad Hasan; Raik, Jaan; Jenihhin, Maksim; Daneshtalab, Masoud
Aasta: 2026
FT-Sparse: Algorithm-Based Fault Tolerance for Sparse CNNs Using Structured Sparsity in GPUs
Autorid: Josie E. Rodriguez Condia, Mohammad Hasan Ahmadilivani$, Jaan Raik, Maksim Jenihhin, Matteo Sonza Reorda
Aasta: 2026
Reliability Assessment of Deep Neural Networks and Accelerators Across Design Stages
Autorid: Mohammad Hasan Ahmadilivani, Natalia Cherezova, Michael Glaß, Juan-David Guerrero-Balaguera, Maksim Jenihhin, Angeliki Kritikakou, Robert Limas Sierra, Leticia Bolzani Poelhs, Jaan Raik, Lucas Roquet, Fernando Fernandes dos Santos, Felipe Augusto da Silva, Matteo Sonza Reorda, Alessandro Veronesi, Ernesto Cristopher Villegas Castillo, Josie E. Rodriguez Condia
Aasta: 2026
Can Model-Level Fault Tolerance be Enough for DNN Hardware Accelerators? A Study
Väljaanne: IEEE Design and Test
Autorid: Cherezova, N.; Ahmadilivani, M.H.; Raik, J.; Daneshtalab, M.; Jenihhin, M.
Aasta: 2026
Special Session: Reliability Assessment of DNN Models and Inference on Systolic Arrays
Väljaanne: Proceedings of the IEEE VLSI Test Symposium
Autorid: Cherezova, N.; Pappalardo, S.; Ruospo, A.; Deveautour, B.; Fezza, L.; Jutman, A.; Sanchez, E.; Bosio, A.; Reorda, M.S.; Jenihhin, M.
Aasta: 2026
Quantization-Aided Cost-Efficient Reliability of CNN Accelerators for Edge AI
Väljaanne: Machine Learning Systems
Autorid: Jenihhin, M.; Taheri, M.; Cherezova, N.
Aasta: 2026
AdAM: Adaptive Approximate Multiplier for Fault Tolerance in DNN Accelerators
Väljaanne: IEEE Transactions on Device and Materials Reliability
Autorid: Taheri, Mahdi; Cherezova, Natalia; Nazari, Samira; Azarpeyvand, Ali; Ghasempouri, Tara; Daneshtalab, Masoud; Raik, Jaan; Jenihhin, Maksim
Aasta: 2025
An Efficient Architecture for Edge AI Federated Learning with Homomorphic Encryption
Väljaanne: IEEE Access
Autorid: Rahbari, Dadmehr; Daneshtalab, Masoud; Jenihhin, Maksim
Aasta: 2025
XMULT: An Energy-Efficient Design of Approximate Multiplier
Väljaanne: 2025 55th Annual IEEE/IFIP International Conference on Dependable Systems and Networks Workshops (DSN-W)
Autorid: Rafiq, Ahsan; Jenihhin, Maksim
Aasta: 2025
AxEnMULT: Design of an Efficient and Reliable Approximate Encoding-Based Multiplier
Väljaanne: 2025 IEEE Computer Society Annual Symposium on VLSI (ISVLSI)
Autorid: Rafiq, Ahsan; Bosio, Alberto; Pappalardo, Salvatore; Jenihhin, Maksim
Aasta: 2025
European Test Symposium Teams: an Anniversary Snapshot
Väljaanne: 2025 IEEE European Test Symposium (ETS)
Autorid: Jenihhin, M.; Raik, J.; Jutman, A.; Cherezova, N.; Ubar, R.; Miclea, L.; Enyedi, S.; Stefan, I.; Stan, O.; Corches, C.; Peng, Z.; Eles, P.; Drechsler, R.; Eggersgluss, S.; Fey, G.; Glowatz, A.; Tille, D.; Gielen, G.; Coyette, A.; Dobbelaere, W.; Vanhooren, R.; Chuang, P. -Y.; Marinissen, E. J.; Di Natale, G.; Barragan, M.; Maistri, P.; Mir, S.; Vatajelu, E. -I.; Bernardi, P.; Di Carlo, S.; Prinetto, P.; Reorda, M. Sonza; Violante, M.; Stratigopoulos, H. -G.; Michael, M. K.; Neophytou, S.; Hadjitheophanous, S.; Christou, K.; Skitsas, M.; Bosiol, A.; Deveautour, B.; Girard, P.; Traiolan, M.; Virazel, A.; dos Santos, E. Fernandes; Kritikakou, A.; Casagranda, G.; Vallero, M.; Vella, F.; Rech, P.; Poehls, L. M. Bolzani; Krstic, M.; Andjelkovic, M.; Vargas, F.; Tshagharyan, G.; Harutyunyan, G.; Vardanian, V.; Shoukourian, S.; Zorian, Y.; Dworak, J.; Nepal, K.; Manikas, T.; Taoui, M.; Fieback, M.; Gebregiorgis, A.; Bishnoi, R.; Hamdioui, S.; Chatterjee, A.; Saha, A.; Komarraju, S.; Ma, K.; Amarnath, C.; Tahoori, M.; Mayahinia, M.; Rajabalipanah, M.; Basharkhah, K.; Nosrati, N.; Jahanpeima, Z.; Navabi, Z.; Wunderlich, H. -J.; Hellebrand, S.
Aasta: 2025
RL-Agent-based Early-Exit DNN Architecture Search Framework
Väljaanne: 2025 IEEE 28th International Symposium on Design and Diagnostics of Electronic Circuits and Systems (DDECS)
Autorid: Taheri, Mahdi; Patne, Parth; Cherezova, Natalia; Mahani, Ali; Herglotz, Christian; Jenihhin, Maksim
Aasta: 2025