HINT-SD: Targeted Hindsight Self-Distillation for Long-Horizon Agents.

arXiv:2605.17873v3 Announce Type: replace-cross Abstract: Training long-horizon LLM agents with reinforcement learning is challenging because sparse outcome rewards reveal whether a task succeeds, but not which intermediate actions caused the outcome or how th