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Bing-Rui Guo

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#machine learning Preprint Oct 2026

Common-Mode Errors Limit Low-Timestep Deep Spiking Q-Networks

Spiking neural networks (SNNs) offer sparse and event-driven computation, making them attractive for energy-constrained reinforcement learning (RL) on edge devices. In value-based RL, deep spiking Q-networks (DSQNs) combine such efficiency with action-value estimation for decision making. However, existing DSQNs often...

Zi-Jie Xu, Bing-Rui Guo, Yi-Ding Sun et al. · 0 citations