Increasing multimodal environment pools alone is insufficient for agent learning. The proposed Ability-aware Environment Selection (AES) and Hierarchical Difficulty Curriculum (HDC) improve training efficiency by focusing on environment diversity and structured difficulty progression.
HOW THIS AFFECTS YOU
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builderFocus on environment distribution structure rather than just raw scale for better agent performance.
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researcherYou can improve agent generalization by implementing diversity-aware environment selection.