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cs.LG2026
SpikeCredit: Temporal Credit Carrier for Reinforcement Learning with Sparse Rewards
Yingchao Yu, Pengfei Sun, Wenxuan Pan +4
Reinforcement learning (RL) with sparse rewards is challenging because delayed outcomes provide little guidance about which intermediate computations caused success or failure. We…
cs.LG2025
Local Data Quantity-Aware Weighted Averaging for Federated Learning with Dishonest Clients
Leming Wu, Yaochu Jin, Kuangrong Hao +1
Federated learning (FL) enables collaborative training of deep learning models without requiring data to leave local clients, thereby preserving client privacy. The aggregation pro…