Tag: sample efficiency
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TurboEvolve: Fast, Robust LLM-Driven Program Evolution
Discover TurboEvolve, a multi-island LLM framework enhancing speed and robustness in program evolution with improved sample efficiency and optimized resour...
MolMem: Efficient Molecular Optimization with Memory RL
Discover MolMem, a memory-augmented reinforcement learning framework that boosts sample efficiency in molecular optimization for drug discovery.
BayMOTH: Efficient Bayesian Optimization with Meta-Lookahead
Discover BayMOTH, a novel Bayesian optimization method that boosts sample efficiency using meta-lookahead and adaptive strategies for AI tasks.
Sample-Efficient Neuro-Symbolic Deep RL for Better Learning
Discover a neuro-symbolic deep reinforcement learning method that boosts sample efficiency and generalization in complex environments.
WOMBET: Efficient World Model Transfer in Reinforcement Learning
Discover WOMBET, a world model-based framework enhancing experience transfer for robust, sample-efficient reinforcement learning in robotics and control ta...