BiCAA: Bidirectional Credit Assignment for Search-Augmented Agent
Yibin Huang, Bin Xu, Hailong Cao, Conghui Zhu
cs.CL
Submitted: 2026-08-02
License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/
Terminology
Sources
- ReSearch: Learning to Reason with Search for LLMs via Reinforcement Learning
- DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
- REINFORCE++: Stabilizing Critic-Free Policy Optimization with Global Advantage Normalization
- Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning
- Understanding R1-Zero-Like Training: A Critical Perspective
- Proximal Policy Optimization Algorithms
- 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
- Information Gain-based Policy Optimization: A Simple and Effective Approach for Multi-Turn Search Agents
- Text Embeddings by Weakly-Supervised Contrastive Pre-training
- Reinforcing Language Agents via Policy Optimization with Action Decomposition
- Qwen3 Technical Report
- Qwen2.5 Technical Report
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