CostBench: Evaluating Multi-Turn Cost-Optimal Planning and Adaptation in Dynamic Environments for LLM Tool-Use Agents
Paper • 2511.02734 • Published • 23
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hbx
authored 17
papers about 10 hours ago
JustRL: Scaling a 1.5B LLM with a Simple RL Recipe
Paper • 2512.16649 • Published • 34
CPMobius: Iterative Coach-Player Reasoning for Data-Free Reinforcement Learning
Paper • 2602.02979 • Published • 1
Veri-R1: Toward Precise and Faithful Claim Verification via Online Reinforcement Learning
Paper • 2510.01932 • Published
Frontier-Eng: Benchmarking Self-Evolving Agents on Real-World Engineering Tasks with Generative Optimization
Paper • 2604.12290 • Published • 16
CubeBench: Diagnosing Interactive, Long-Horizon Spatial Reasoning Under Partial Observations
Paper • 2512.23328 • Published
MA-ProofBench: A Two-Tiered Evaluation of LLMs for Theorem Proving in Mathematical Analysis
Paper • 2606.13782 • Published • 2
NatureBench: Can Coding Agents Match the Published SOTA of Nature-Family Papers?
Paper • 2606.24530 • Published • 66
Weak-to-Strong Generalization via Direct On-Policy Distillation
Paper • 2607.05394 • Published • 150
PACE-Bench: Benchmarking Physics Adaptation via Code Evolution in Dynamic Environments
Paper • 2608.14441 • Published • 29
MathForm: Scaling Mathematical Autoformalization with Knowledge Retrieval and Verification-Guided Refinement
Paper • 2608.14221 • Published • 9
AI4AI-Bench: Benchmarking LLM Agents in Algorithmic Design for Recursive Self-Improvement
Paper • 2608.20318 • Published • 3
On-policy Distillation with Verifiable Reward
Paper • 2608.24696 • Published • 17
Open-MOPD: Diagnosing and Fixing Capability Imbalance in Multi-Teacher On-Policy Distillation
Paper • 2608.19098 • Published • 23
SWE Refactor Bench: Can Coding Agents Complete a Long-Horizon, Whole-Repository Stack Migration?
Paper • 2608.23564 • Published • 15
StudyBench: Can Self-Evolution Squeeze Textbooks for Olympiad Capability?
Paper • 2609.00787 • Published • 1
Rethinking On-Policy Distillation of Large Language Models II: One Training Example
Paper • 2609.04172 • Published • 64
ZixuanFu
authored 3
papers about 14 hours ago
Rethinking On-Policy Distillation of Large Language Models II: One Training Example
Paper • 2609.04172 • Published • 64
MathForm: Scaling Mathematical Autoformalization with Knowledge Retrieval and Verification-Guided Refinement
Paper • 2608.14221 • Published • 9
UltraX: Refining Pre-Training Data at Scale with Adaptive Programmatic Editing
Paper • 2607.08646 • Published • 3