Agentic World Modeling: Foundations, Capabilities, Laws, and Beyond Paper • 2604.22748 • Published 26 days ago • 226
KnowRL: Boosting LLM Reasoning via Reinforcement Learning with Minimal-Sufficient Knowledge Guidance Paper • 2604.12627 • Published Apr 14 • 100
InCoder-32B-Thinking: Industrial Code World Model for Thinking Paper • 2604.03144 • Published Apr 3 • 233
T2S-Bench & Structure-of-Thought: Benchmarking and Prompting Comprehensive Text-to-Structure Reasoning Paper • 2603.03790 • Published Mar 4 • 121
InternAgent-1.5: A Unified Agentic Framework for Long-Horizon Autonomous Scientific Discovery Paper • 2602.08990 • Published Feb 9 • 77
QuantaAlpha: An Evolutionary Framework for LLM-Driven Alpha Mining Paper • 2602.07085 • Published Feb 6 • 190
Watching, Reasoning, and Searching: A Video Deep Research Benchmark on Open Web for Agentic Video Reasoning Paper • 2601.06943 • Published Jan 11 • 214
Entropy-Adaptive Fine-Tuning: Resolving Confident Conflicts to Mitigate Forgetting Paper • 2601.02151 • Published Jan 5 • 114
Region-Constraint In-Context Generation for Instructional Video Editing Paper • 2512.17650 • Published Dec 19, 2025 • 53