From RLVR to RLSVR: Task Transformation Induces Self-Verifiable Rewards for Open-Ended LLM Self-Improvement Paper • 2607.23802 • Published 10 days ago • 91
Agentic World Modeling: Foundations, Capabilities, Laws, and Beyond Paper • 2604.22748 • Published Apr 24 • 232
KnowRL: Boosting LLM Reasoning via Reinforcement Learning with Minimal-Sufficient Knowledge Guidance Paper • 2604.12627 • Published Apr 14 • 102
InCoder-32B-Thinking: Industrial Code World Model for Thinking Paper • 2604.03144 • Published Apr 3 • 239
MinerU2.5-Pro: Pushing the Limits of Data-Centric Document Parsing at Scale Paper • 2604.04771 • Published Apr 6 • 125
EpochX: Building the Infrastructure for an Emergent Agent Civilization Paper • 2603.27304 • Published Mar 28 • 47
T2S-Bench & Structure-of-Thought: Benchmarking and Prompting Comprehensive Text-to-Structure Reasoning Paper • 2603.03790 • Published Mar 4 • 122
QuantaAlpha: An Evolutionary Framework for LLM-Driven Alpha Mining Paper • 2602.07085 • Published Feb 6 • 192
EvoFSM: Controllable Self-Evolution for Deep Research with Finite State Machines Paper • 2601.09465 • Published Jan 14 • 42
MemGovern: Enhancing Code Agents through Learning from Governed Human Experiences Paper • 2601.06789 • Published Jan 11 • 82
KnowMe-Bench: Benchmarking Person Understanding for Lifelong Digital Companions Paper • 2601.04745 • Published Jan 8 • 59
Entropy-Adaptive Fine-Tuning: Resolving Confident Conflicts to Mitigate Forgetting Paper • 2601.02151 • Published Jan 5 • 115