Aligning Agentic World Models via Knowledgeable Experience Learning Paper • 2601.13247 • Published 8 days ago • 15
Illusions of Confidence? Diagnosing LLM Truthfulness via Neighborhood Consistency Paper • 2601.05905 • Published 18 days ago • 18
Can We Predict Before Executing Machine Learning Agents? Paper • 2601.05930 • Published 18 days ago • 26
InnoGym: Benchmarking the Innovation Potential of AI Agents Paper • 2512.01822 • Published Dec 1, 2025 • 36
LightMem: Lightweight and Efficient Memory-Augmented Generation Paper • 2510.18866 • Published Oct 21, 2025 • 113
Executable Knowledge Graphs for Replicating AI Research Paper • 2510.17795 • Published Oct 20, 2025 • 15
OceanGym: A Benchmark Environment for Underwater Embodied Agents Paper • 2509.26536 • Published Sep 30, 2025 • 36
Towards Personalized Deep Research: Benchmarks and Evaluations Paper • 2509.25106 • Published Sep 29, 2025 • 30
Beyond Prompt Engineering: Robust Behavior Control in LLMs via Steering Target Atoms Paper • 2505.20322 • Published May 23, 2025 • 14
SynWorld: Virtual Scenario Synthesis for Agentic Action Knowledge Refinement Paper • 2504.03561 • Published Apr 4, 2025 • 18
CaKE: Circuit-aware Editing Enables Generalizable Knowledge Learners Paper • 2503.16356 • Published Mar 20, 2025 • 15
ReLearn: Unlearning via Learning for Large Language Models Paper • 2502.11190 • Published Feb 16, 2025 • 30
A Multi-Modal AI Copilot for Single-Cell Analysis with Instruction Following Paper • 2501.08187 • Published Jan 14, 2025 • 27
OneKE: A Dockerized Schema-Guided LLM Agent-based Knowledge Extraction System Paper • 2412.20005 • Published Dec 28, 2024 • 17