MemTrapBench: Benchmarking Cognitive Traps in LLM Memory Use Paper • 2608.20202 • Published Aug 20 • 34
Mechanist: AI as a Scientific Instrument for Discovering the Mechanisms of Intelligence Paper • 2608.12036 • Published Aug 12 • 89
SkillAdaptor: Self-Adapting Skills for LLM Agents from Trajectories Paper • 2606.01311 • Published May 31 • 33
Exploring Autonomous Agentic Data Engineering for Model Specialization Paper • 2605.30407 • Published May 28 • 22
LongDS-Bench: On the Failure of Long-Horizon Agentic Data Analysis Paper • 2605.30434 • Published May 28 • 19
How LoRA Remembers? A Parametric Memory Law for LLM Finetuning Paper • 2605.30260 • Published May 28 • 41
When Should Models Change Their Minds? Contextual Belief Management in Large Language Models Paper • 2605.30219 • Published May 28 • 23
MemTrace: Tracing and Attributing Errors in Large Language Model Memory Systems Paper • 2605.28732 • Published May 27 • 40
SciAtlas: A Large-Scale Knowledge Graph for Automated Scientific Research Paper • 2605.22878 • Published May 20 • 60
LightThinker++: From Reasoning Compression to Memory Management Paper • 2604.03679 • Published Apr 4 • 36
SkillX: Automatically Constructing Skill Knowledge Bases for Agents Paper • 2604.04804 • Published Apr 6 • 30
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