TreeHCA: Hindsight-Guided Exploration and Credit Assignment for Multi-Turn LLM Agents
cs.LG
Submitted: 2026-10-09
Updated: 2026-10-09
Code: https://github.com/TheBlackCat22/TreeHCA
Terminology
Sources
- DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
- ZeroSearch: Incentivize the Search Capability of LLMs without Searching
- Hindsight Credit Assignment for Long-Horizon LLM Agents
- Qwen3 Technical Report
- Information Gain-based Rollout Policy Optimization: An Adaptive Tree-Structured Rollout Approach for Multi-Turn Search Agents
- Group Sequence Policy Optimization
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