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Исследования2026年10月9日

Self-Supervised Keyframe Discovery for Horizon-Invariant Behavior Cloning

Behavior cloning (BC) in non-Markovian environments is a challenging problem because policies have to reason over contextual information over long horizons. Existing policy architectures rely on recurrent or attention-based mechanisms to capture long-term dependencies. However,…

Prabin Kumar Rath, Omkar Patil, Nakul Gopalan·arXiv — cs.AI
Original Source
Key Takeaways
  • 01.Behavior cloning (BC) in non-Markovian environments is a challenging problem because policies have to reason over contextual information over long horizons
  • 02.Existing policy architectures rely on recurrent or attention-based mechanisms to capture long-term dependencies

This material is provided as an extended analytical summary.

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