FIELD NOTES TOPIC

long-horizon

2 notes, newest first.

  1. PATS: Policy-Aware Training Scaffolding for Agentic Reinforcement Learning

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    Researchers propose a new method called PATS for training agents in long-term reinforcement learning tasks. The method uses a dynamic training scaffold that adapts to the evolving policy, providing concrete guidance to…

  2. VoLN: Vision-Only Long-Horizon Navigation---Paradigm, Benchmark, and Method

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    The researchers propose a new benchmark for vision-based navigation called Vision-Only Long-Horizon Navigation (VoLN). This benchmark is designed for aerial navigation and requires agents to detect, interpret, and…