In situ learning using intrinsic memristor variability via Markov chain Monte Carlo sampling T Dalgaty, N Castellani, C Turck, KE Harabi, D Querlioz, E Vianello Nature Electronics 4 (2), 151-161, 2021 | 161 | 2021 |
High-density 3D monolithically integrated multiple 1T1R multi-level-cell for neural networks E Esmanhotto, L Brunet, N Castellani, D Bonnet, T Dalgaty, L Grenouillet, ... 2020 IEEE International Electron Devices Meeting (IEDM), 36.5. 1-36.5. 4, 2020 | 50 | 2020 |
Processing EMG signals using reservoir computing on an event-based neuromorphic system E Donati, M Payvand, N Risi, R Krause, K Burelo, G Indiveri, T Dalgaty, ... 2018 IEEE Biomedical Circuits and Systems Conference (BioCAS), 1-4, 2018 | 47 | 2018 |
Hybrid neuromorphic circuits exploiting non-conventional properties of RRAM for massively parallel local plasticity mechanisms T Dalgaty, M Payvand, F Moro, DRB Ly, F Pebay-Peyroula, J Casas, ... APL Materials 7 (8), 2019 | 40 | 2019 |
Self-organization of an inhomogeneous memristive hardware for sequence learning M Payvand, F Moro, K Nomura, T Dalgaty, E Vianello, Y Nishi, G Indiveri Nature communications 13 (1), 5793, 2022 | 32 | 2022 |
PCM-trace: scalable synaptic eligibility traces with resistivity drift of phase-change materials Y Demirağ, F Moro, T Dalgaty, G Navarro, C Frenkel, G Indiveri, ... 2021 IEEE International Symposium on Circuits and Systems (ISCAS), 1-5, 2021 | 32 | 2021 |
Neuromorphic object localization using resistive memories and ultrasonic transducers F Moro, E Hardy, B Fain, T Dalgaty, P Clémençon, A De Prŕ, ... Nature communications 13 (1), 3506, 2022 | 31 | 2022 |
Novel 1T2R1T RRAM-based ternary content addressable memory for large scale pattern recognition DRB Ly, JP Noel, B Giraud, P Royer, E Esmanhotto, N Castellani, ... 2019 IEEE International Electron Devices Meeting (IEDM), 35.5. 1-35.5. 4, 2019 | 31 | 2019 |
Ex situ transfer of bayesian neural networks to resistive memory‐based inference hardware T Dalgaty, E Esmanhotto, N Castellani, D Querlioz, E Vianello Advanced Intelligent Systems 3 (8), 2000103, 2021 | 28 | 2021 |
Analog weight updates with compliance current modulation of binary rerams for on-chip learning M Payvand, Y Demirag, T Dalgaty, E Vianello, G Indiveri 2020 IEEE International Symposium on Circuits and Systems (ISCAS), 1-5, 2020 | 27 | 2020 |
Monolayer graphene coupled to a flexible plasmonic nanograting for ultrasensitive strain monitoring RF Tiefenauer, T Dalgaty, T Keplinger, T Tian, CJ Shih, J Vörös, ... Small 14 (28), 1801187, 2018 | 27 | 2018 |
Insect-inspired neuromorphic computing T Dalgaty, E Vianello, B De Salvo, J Casas Current opinion in insect science 30, 59-66, 2018 | 24 | 2018 |
Mosaic: in-memory computing and routing for small-world spike-based neuromorphic systems T Dalgaty, F Moro, Y Demirağ, A De Pra, G Indiveri, E Vianello, ... Nature Communications 15 (1), 142, 2024 | 23 | 2024 |
Bringing uncertainty quantification to the extreme-edge with memristor-based Bayesian neural networks D Bonnet, T Hirtzlin, A Majumdar, T Dalgaty, E Esmanhotto, V Meli, ... Nature Communications 14 (7530), 2023 | 20 | 2023 |
Hybrid CMOS-RRAM neurons with intrinsic plasticity T Dalgaty, M Payvand, B De Salvo, J Casas, G Lama, E Nowak, G Indiveri, ... 2019 IEEE International Symposium on Circuits and Systems (ISCAS), 1-5, 2019 | 20 | 2019 |
Hardware calibrated learning to compensate heterogeneity in analog RRAM-based Spiking Neural Networks F Moro, E Esmanhotto, T Hirtzlin, N Castellani, A Trabelsi, T Dalgaty, ... 2022 IEEE International Symposium on Circuits and Systems (ISCAS), 380-383, 2022 | 18 | 2022 |
Insect-inspired elementary motion detection embracing resistive memory and spiking neural networks T Dalgaty, E Vianello, D Ly, G Indiveri, B De Salvo, E Nowak, J Casas Biomimetic and Biohybrid Systems: 7th International Conference, Living …, 2018 | 15 | 2018 |
Bio-inspired architectures substantially reduce the memory requirements of neural network models T Dalgaty, JP Miller, E Vianello, J Casas Frontiers in neuroscience 15, 612359, 2021 | 10 | 2021 |
Hugnet: Hemi-spherical update graph neural network applied to low-latency event-based optical flow T Dalgaty, T Mesquida, D Joubert, A Sironi, P Vivet, C Posch Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2023 | 9 | 2023 |
Role of synaptic variability in spike-based neuromorphic circuits with unsupervised learning DRB Ly, A Grossi, T Werner, T Dalgaty, C Fenouillet-Beranger, E Vianello, ... 2018 IEEE International Symposium on Circuits and Systems (ISCAS), 1-5, 2018 | 8 | 2018 |