output
20232026
most citedAsymmetrical estimator for training encapsulated deep photonic neural networks

14 citations

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Counting papers with at most 25 authors, so collaboration author lists do not stand in for the people here.

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cs.LG2026

Hybrid Energy-Aware Reward Shaping: A Unified Lightweight Physics-Guided Methodology for Policy Optimization

Qijun Liao, Jue Yang, Yiting Kang +3

Deep reinforcement learning for continuous control often suffers from high variance, low energy efficiency, and poor generalization under distribution shift, as purely data-driven…

cs.LG2024★ 14 cited

Asymmetrical estimator for training encapsulated deep photonic neural networks

Yizhi Wang, Minjia Chen, Chunhui Yao +4

Photonic neural networks (PNNs) are fast in-propagation and high bandwidth paradigms that aim to popularize reproducible NN acceleration with higher efficiency and lower cost. Howe…