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Parallel-R1：Towards Parallel Thinking via Reinforcement Learning
RAGEN：Understanding Self-Evolution in LLM Agents via Multi-Turn Reinforcement Learning
ZEP：A TEMPORAL KNOWLEDGE GRAPH ARCHITECTURE FOR AGENT MEMORY
Reverse-Engineered Reasoning for Open-Ended Generation
SELF-ALIGNED REWARD：TOWARDS EFFECTIVE AND EFFICIENT REASONERS
SFR-DeepResearch：Towards Effective Reinforcement Learning for Autonomously Reasoning Single Agents
TableMind：An Autonomous Programmatic Agent for Tool-Augmented Table Reasoning
The Majority is not always right：RL training for solution aggregation
WebExplorer：Explore and Evolve for Training Long-Horizon Web Agents
AGENT WORKFLOW MEMORY
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