SkillAdaptor: Self-Adapting Skills for LLM Agents from Trajectories Paper • 2606.01311 • Published 3 days ago • 20
LongDS-Bench: On the Failure of Long-Horizon Agentic Data Analysis Paper • 2605.30434 • Published 6 days ago • 17
Exploring Autonomous Agentic Data Engineering for Model Specialization Paper • 2605.30407 • Published 6 days ago • 19
How LoRA Remembers? A Parametric Memory Law for LLM Finetuning Paper • 2605.30260 • Published 6 days ago • 37
When Should Models Change Their Minds? Contextual Belief Management in Large Language Models Paper • 2605.30219 • Published 6 days ago • 22
MemTrace: Tracing and Attributing Errors in Large Language Model Memory Systems Paper • 2605.28732 • Published 7 days ago • 39
Rethinking Memory as Continuously Evolving Connectivity Paper • 2605.28773 • Published 7 days ago • 32
SciAtlas: A Large-Scale Knowledge Graph for Automated Scientific Research Paper • 2605.22878 • Published 14 days ago • 58
From Context to Skills: Can Language Models Learn from Context Skillfully? Paper • 2604.27660 • Published May 3 • 166
Skill1: Unified Evolution of Skill-Augmented Agents via Reinforcement Learning Paper • 2605.06130 • Published 27 days ago • 112
OceanPile: A Large-Scale Multimodal Ocean Corpus for Foundation Models Paper • 2605.00877 • Published Apr 25 • 15
World-R1: Reinforcing 3D Constraints for Text-to-Video Generation Paper • 2604.24764 • Published Apr 27 • 118
Rewarding the Scientific Process: Process-Level Reward Modeling for Agentic Data Analysis Paper • 2604.24198 • Published Apr 27 • 22
InnoEval: On Research Idea Evaluation as a Knowledge-Grounded, Multi-Perspective Reasoning Problem Paper • 2602.14367 • Published Feb 16 • 17
ToolPRMBench: Evaluating and Advancing Process Reward Models for Tool-using Agents Paper • 2601.12294 • Published Jan 18 • 19
Aligning Agentic World Models via Knowledgeable Experience Learning Paper • 2601.13247 • Published Jan 19 • 15
Illusions of Confidence? Diagnosing LLM Truthfulness via Neighborhood Consistency Paper • 2601.05905 • Published Jan 9 • 21