SkillAdaptor: Self-Adapting Skills for LLM Agents from Trajectories Paper • 2606.01311 • Published 25 days ago • 37
Exploring Autonomous Agentic Data Engineering for Model Specialization Paper • 2605.30407 • Published 28 days ago • 23
LongDS-Bench: On the Failure of Long-Horizon Agentic Data Analysis Paper • 2605.30434 • Published 28 days ago • 23
How LoRA Remembers? A Parametric Memory Law for LLM Finetuning Paper • 2605.30260 • Published 28 days ago • 44
When Should Models Change Their Minds? Contextual Belief Management in Large Language Models Paper • 2605.30219 • Published 28 days ago • 26
MemTrace: Tracing and Attributing Errors in Large Language Model Memory Systems Paper • 2605.28732 • Published 29 days ago • 40
SciAtlas: A Large-Scale Knowledge Graph for Automated Scientific Research Paper • 2605.22878 • Published May 20 • 59
LightThinker++: From Reasoning Compression to Memory Management Paper • 2604.03679 • Published Apr 4 • 38
SkillX: Automatically Constructing Skill Knowledge Bases for Agents Paper • 2604.04804 • Published Apr 6 • 35
LookAhead Tuning: Safer Language Models via Partial Answer Previews Paper • 2503.19041 • Published Mar 24, 2025 • 5
CaKE: Circuit-aware Editing Enables Generalizable Knowledge Learners Paper • 2503.16356 • Published Mar 20, 2025 • 15
How Do LLMs Acquire New Knowledge? A Knowledge Circuits Perspective on Continual Pre-Training Paper • 2502.11196 • Published Feb 16, 2025 • 23
ReLearn: Unlearning via Learning for Large Language Models Paper • 2502.11190 • Published Feb 16, 2025 • 31
OmniThink: Expanding Knowledge Boundaries in Machine Writing through Thinking Paper • 2501.09751 • Published Jan 16, 2025 • 46