Bayesian Continual Learning via Spiking Neural Networks

Bayesian Continual Learning via Spiking Neural Networks

29 August 2022

N. Skatchkovsky

Osvaldo Simeone

Papers citing "Bayesian Continual Learning via Spiking Neural Networks"

11 / 11 papers shown

Title
Replay4NCL: An Efficient Memory Replay-based Methodology for Neuromorphic Continual Learning in Embedded AI Systems M. Minhas Rachmad Vidya Wicaksana Putra Falah R. Awwad Osman Hasan Muhammad Shafique 37 1 0 21 Mar 2025
Investigating Plausibility of Biologically Inspired Bayesian Learning in ANNs Ram Zaveri CLL 68 0 0 27 Nov 2024
Context Gating in Spiking Neural Networks: Achieving Lifelong Learning through Integration of Local and Global Plasticity Jiangrong Shen Wenyao Ni Qi Xu Gang Pan Huajin Tang CLL 35 1 0 04 Jun 2024
Compressed Latent Replays for Lightweight Continual Learning on Spiking Neural Networks Alberto Dequino Alessio Carpegna D. Nadalini Alessandro Savino Luca Benini S. Di Carlo Francesco Conti 31 2 0 08 May 2024
Towards Improved Imbalance Robustness in Continual Multi-Label Learning with Dual Output Spiking Architecture (DOSA) Sourav Mishra Shirin Dora Suresh Sundaram OOD 23 1 0 07 Feb 2024
Agreeing to Stop: Reliable Latency-Adaptive Decision Making via Ensembles of Spiking Neural Networks Jiechen Chen Sangwoo Park Osvaldo Simeone 27 4 0 25 Oct 2023
Towards Efficient and Trustworthy AI Through Hardware-Algorithm-Communication Co-Design Yongchao Chen Osvaldo Simeone Bashir M. Al-Hashimi 37 4 0 27 Sep 2023
A Spiking Binary Neuron -- Detector of Causal Links Mikhail Kiselev Denis Larionov Andrey Urusov CML 11 2 0 15 Sep 2023
Knowing When to Stop: Delay-Adaptive Spiking Neural Network Classifiers with Reliability Guarantees Jiechen Chen Sangwoo Park Osvaldo Simeone 29 7 0 18 May 2023
Bayesian Inference on Binary Spiking Networks Leveraging Nanoscale Device Stochasticity Prabodh Katti N. Skatchkovsky Osvaldo Simeone Bipin Rajendran Bashir M. Al-Hashimi 17 4 0 02 Feb 2023
lpSpikeCon: Enabling Low-Precision Spiking Neural Network Processing for Efficient Unsupervised Continual Learning on Autonomous Agents Rachmad Vidya Wicaksana Putra Muhammad Shafique 26 16 0 24 May 2022