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cs.LG2025
LLM-Driven Composite Neural Architecture Search for Multi-Source RL State Encoding
Yu Yu, Qian Xie, Nairen Cao +1
Designing state encoders for reinforcement learning (RL) with multiple information sources -- such as sensor measurements, time-series signals, image observations, and textual inst…
cs.LG2025
Reducing Action Space for Deep Reinforcement Learning via Causal Effect Estimation
Wenzhang Liu, Lianjun Jin, Lu Ren +2
Intelligent decision-making within large and redundant action spaces remains challenging in deep reinforcement learning. Considering similar but ineffective actions at each step ca…