A2SG:Adaptive and Asymmetric Surrogate Gradients for Training Deep Spiking Neural Networks

Yechan Kang, Yongjin Kweon, Mingyeong Seo +8

Training deep spiking neural networks (SNNs) remains challenging due to sharp loss landscapes and temporal inconsistency caused by surrogate gradients. To address these challenges,…