EnvScaler: Scaling Tool-Interactive Environments for LLM Agent via Programmatic Synthesis Paper • 2601.05808 • Published Jan 9 • 38
Long-Horizon-Terminal-Bench: Testing the Limits of Agents on Long-Horizon Terminal Tasks with Dense Reward-Based Grading Paper • 2607.08964 • Published 7 days ago • 63
AgenticSTS: A Bounded-Memory Testbed for Long-Horizon LLM Agents Paper • 2607.02255 • Published 14 days ago • 62
OpenThinker-Agent2 Collection OpenThinker-Agent2: agentic SFT/RL datasets and 8B/32B models (cold-start SFT, RL, and the OpenThinkerAgent-32B release). • 11 items • Updated Jun 11 • 9
DomainShuttle: Freeform Open Domain Subject-driven Text-to-video Generation Paper • 2606.26058 • Published 22 days ago • 67
FastContext: Training Efficient Repository Explorer for Coding Agents Paper • 2606.14066 • Published Jun 12 • 94
Rethinking Continual Experience Internalization for Self-Evolving LLM Agents Paper • 2606.04703 • Published Jun 3 • 26
V_{0.5}: Generalist Value Model as a Prior for Sparse RL Rollouts Paper • 2603.10848 • Published Mar 11 • 17
VitaBench 2.0: Evaluating Personalized and Proactive Agents in Long-Term User Interactions Paper • 2605.27141 • Published May 26 • 20
CUA-Gym: Scaling Verifiable Training Environments and Tasks for Computer-Use Agents Paper • 2605.25624 • Published May 25 • 35
Orak: A Foundational Benchmark for Training and Evaluating LLM Agents on Diverse Video Games Paper • 2506.03610 • Published Jun 4, 2025 • 10
DelTA: Discriminative Token Credit Assignment for Reinforcement Learning from Verifiable Rewards Paper • 2605.21467 • Published May 20 • 207
SOD: Step-wise On-policy Distillation for Small Language Model Agents Paper • 2605.07725 • Published May 8 • 26
GoLongRL: Capability-Oriented Long Context Reinforcement Learning with Multitask Alignment Paper • 2605.19577 • Published May 19 • 59
SkillClaw: Let Skills Evolve Collectively with Agentic Evolver Paper • 2604.08377 • Published Apr 9 • 295