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Dingmin Wang

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Preprint Aug 2026

AHEAD: Adaptive Hindsight with Environment-Augmented Distillation for Agentic RL

This work proposes AHEAD, a step-aware framework that matches different supervision sources to different step types and solves tasks within tighter interaction budgets than outcome-only RL and prior self-distillation baselines.

Xiaolong Jin, Dingmin Wang, Vijay Lingam et al. · 0 citations

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