2024 Paper "sample efficiency" Papers

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Building Minimal and Reusable Causal State Abstractions for Reinforcement Learning

Zizhao Wang, Caroline Wang, Xuesu Xiao et al.

AAAI 2024paperarXiv:2401.12497
9
citations

Contextual Pre-planning on Reward Machine Abstractions for Enhanced Transfer in Deep Reinforcement Learning

Guy Azran, Mohamad H Danesh, Stefano Albrecht et al.

AAAI 2024paperarXiv:2307.05209

Episodic Return Decomposition by Difference of Implicitly Assigned Sub-trajectory Reward

Haoxin Lin, Hongqiu Wu, Jiaji Zhang et al.

AAAI 2024paperarXiv:2312.10642
3
citations

Leaving the Nest: Going beyond Local Loss Functions for Predict-Then-Optimize

Sanket Shah, Bryan Wilder, Andrew Perrault et al.

AAAI 2024paperarXiv:2305.16830
20
citations