Thomas Dalgaty

28 papers A* 1A 2C 6Journal 10Unranked 9

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	Hardware-accelerated graph neural networks: an alternative approach for neuromorphic event-based audio classification and keyword spotting on SoC FPGA. CoRR Kamil Jeziorek, Piotr Wzorek, Krzysztof Blachut, Hiroshi Nakano, Manon Dampfhoffer, Thomas Mesquida, Hiroaki Nishi, Thomas Dalgaty, Tomasz Kryjak
2025	J	`jnl`	Bayesian continual learning and forgetting in neural networks. CoRR Djohan Bonnet, Kellian Cottart, Tifenn Hirtzlin, Tarcisius Januel, Thomas Dalgaty, Elisa Vianello, Damien Querlioz
2025	C	`conf`	Event-based Audio Prediction with Spectro-Temporal Event-Graphs. ISCAS Lars Rafeldt, Thomas Mesquida, Hiroshi Nakano, Manon Dampfhoffer, Filippo Moro, Pascal Vivet, Melika Payvand, Thomas Dalgaty
2025	A*	`conf`	Graph Neural Network Combining Event Stream and Periodic Aggregation for Low-Latency Event-based Vision. CVPR Manon Dampfhoffer, Thomas Mesquida, Damien Joubert, Thomas Dalgaty, Pascal Vivet, Christoph Posch
2025	—	`conf`	Hardware-Accelerated Event-Graph Neural Networks for Low-Latency Time-Series Classification on SoC FPGA. ARC Hiroshi Nakano, Krzysztof Blachut, Kamil Jeziorek, Piotr Wzorek, Manon Dampfhoffer, Thomas Mesquida, Hiroaki Nishi, Tomasz Kryjak, Thomas Dalgaty
2025	J	`jnl`	Hardware-Accelerated Event-Graph Neural Networks for Low-Latency Time-Series Classification on SoC FPGA. CoRR Hiroshi Nakano, Krzysztof Blachut, Kamil Jeziorek, Piotr Wzorek, Manon Dampfhoffer, Thomas Mesquida, Hiroaki Nishi, Tomasz Kryjak, Thomas Dalgaty
2024	—	`conf`	Compressed vector-matrix multiplication for Memristor-based ensemble neural networks. ICRC Phan Anh Vu, François Rummens, Marielle Malfante, Bertrand Rivet, Thomas Dalgaty
2023	J	`jnl`	Bayesian Metaplasticity from Synaptic Uncertainty. CoRR Djohan Bonnet, Tifenn Hirtzlin, Tarcisius Januel, Thomas Dalgaty, Damien Querlioz, Elisa Vianello
2023	J	`jnl`	End-to-End Implementation of a Convolutional Neural Network on a 3D-Integrated Image Sensor with Macropixel Array. Sensors Maria Lepecq, Thomas Dalgaty, William Fabre, Stéphane Chevobbe
2023	A	`conf`	G2N2: Lightweight Event Stream Classification with GRU Graph Neural Networks. BMVC Thomas Mesquida, Manon Dampfhoffer, Thomas Dalgaty, Pascal Vivet, Amos Sironi, Christoph Posch
2023	—	`conf`	HUGNet: Hemi-Spherical Update Graph Neural Network applied to low-latency event-based optical flow. CVPR Workshops Thomas Dalgaty, Thomas Mesquida, Damien Joubert, Amos Sironi, Pascal Vivet, Christoph Posch
2023	—	`conf`	SLIM-Net: Rethinking how neural networks use systolic arrays. AICAS Thomas Dalgaty, Maria Lepecq
2023	J	`jnl`	Scaling-up Memristor Monte Carlo with magnetic domain-wall physics. CoRR Thomas Dalgaty, Shogo Yamada, Anca Molnos, Eiji Kawasaki, Thomas Mesquida, François Rummens, Tatsuo Shibata, Yukihiro Urakawa, Yukio Terasaki, Tomoyuki Sasaki, Marc Duranton
2023	A	`conf`	The CNN vs. SNN Event-camera Dichotomy and Perspectives For Event-Graph Neural Networks. DATE Thomas Dalgaty, Thomas Mesquida, Damien Joubert, Amos Sironi, Cyrille Soubeyrat, Pascal Vivet, Christoph Posch
2022	C	`conf`	Hardware calibrated learning to compensate heterogeneity in analog RRAM-based Spiking Neural Networks. ISCAS Filippo Moro, Eduardo Esmanhotto, Tifenn Hirtzlin, Niccolo Castellani, Ahmed Trabelsi, Thomas Dalgaty, Gabriel Molas, François Andrieu, Stefano Brivio, Sabina Spiga, Giacomo Indiveri, Melika Payvand, Elisa Vianello
2022	J	`jnl`	Hardware calibrated learning to compensate heterogeneity in analog RRAM-based Spiking Neural Networks. CoRR Filippo Moro, Eduardo Esmanhotto, Tifenn Hirtzlin, Niccolo Castellani, Ahmed Trabelsi, Thomas Dalgaty, Gabriel Molas, François Andrieu, Stefano Brivio, Sabina Spiga, Giacomo Indiveri, Melika Payvand, Elisa Vianello
2021	J	`jnl`	Ex Situ Transfer of Bayesian Neural Networks to Resistive Memory-Based Inference Hardware. Adv. Intell. Syst. Thomas Dalgaty, Eduardo Esmanhotto, Niccolo Castellani, Damien Querlioz, Elisa Vianello
2021	—	`conf`	Harnessing intrinsic memristor randomness with Bayesian neural networks. ICICDT Thomas Dalgaty, Elisa Vianello, Damien Querlioz
2021	C	`conf`	PCM-Trace: Scalable Synaptic Eligibility Traces with Resistivity Drift of Phase-Change Materials. ISCAS Yigit Demirag, Filippo Moro, Thomas Dalgaty, Gabriele Navarro, Charlotte Frenkel, Giacomo Indiveri, Elisa Vianello, Melika Payvand
2021	J	`jnl`	PCM-trace: Scalable Synaptic Eligibility Traces with Resistivity Drift of Phase-Change Materials. CoRR Yigit Demirag, Filippo Moro, Thomas Dalgaty, Gabriele Navarro, Charlotte Frenkel, Giacomo Indiveri, Elisa Vianello, Melika Payvand
2020	C	`conf`	Analog Weight Updates with Compliance Current Modulation of Binary ReRAMs for On-Chip Learning. ISCAS Melika Payvand, Yigit Demirag, Thomas Dalgaty, Elisa Vianello, Giacomo Indiveri
2020	—	`conf`	Entropy source characterization in HfO2 RRAM for TRNG applications. DTIS Florian Pebay-Peyroula, Thomas Dalgaty, Elisa Vianello
2020	J	`jnl`	In-situ learning harnessing intrinsic resistive memory variability through Markov Chain Monte Carlo Sampling. CoRR Thomas Dalgaty, Niccolo Castellani, Damien Querlioz, Elisa Vianello
2019	C	`conf`	Hybrid CMOS-RRAM Neurons with Intrinsic Plasticity. ISCAS Thomas Dalgaty, Melika Payvand, Barbara De Salvo, Jerome Casas, Giusy Lama, Etienne Nowak, Giacomo Indiveri, Elisa Vianello
2018	—	`conf`	Insect-Inspired Elementary Motion Detection Embracing Resistive Memory and Spiking Neural Networks. Living Machines Thomas Dalgaty, Elisa Vianello, Denys Ly, Giacomo Indiveri, Barbara De Salvo, Etienne Nowak, Jerome Casas
2018	—	`conf`	Metal Oxide Resistive Memory (OxRAM) and Phase Change Memory (PCM) as Artificial Synapses in Spiking Neural Networks. ICECS Elisa Vianello, Denys R. B. Ly, Selina La Barbera, Thomas Dalgaty, Niccolo Castellani, Gabriele Navarro, Guillaume Bourgeois, Alexandre Valentian, Etienne Nowak, Damien Querlioz
2018	—	`conf`	Processing EMG signals using reservoir computing on an event-based neuromorphic system. BioCAS Elisa Donati, Melika Payvand, Nicoletta Risi, Renate Krause, Karla Burelo, Giacomo Indiveri, Thomas Dalgaty, Elisa Vianello
2018	C	`conf`	Role of synaptic variability in spike-based neuromorphic circuits with unsupervised learning. ISCAS Denys R. B. Ly, Alessandro Grossi, Thilo Werner, Thomas Dalgaty, Claire Fenouillet-Béranger, Elisa Vianello, Etienne Nowak