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Tongji University
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Latent world models can be salvaged with a simple trick: learn a reachability metric on logged trajectories to fix the planner's terminal cost function.
A lightweight, RL-trained context curator can match GPT-4o's context management abilities, slashing token consumption by 8x and opening the door to efficient long-horizon LLM agents.