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Thomas Dalgaty
Thomas Dalgaty
Verified email at cea.fr
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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
1612021
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
502020
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
472018
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
402019
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
322022
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
322021
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
312022
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
312019
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
282021
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
272020
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
272018
Insect-inspired neuromorphic computing
T Dalgaty, E Vianello, B De Salvo, J Casas
Current opinion in insect science 30, 59-66, 2018
242018
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
232024
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
202023
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
202019
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
182022
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
152018
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
102021
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
92023
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
82018
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