Shumin Deng

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upvoted a paper 26 days ago

EM^2Mem: Event-Centric Multimodal Memory for Large Language Models

Paper • 2609.00551 • Published 27 days ago • 13

upvoted a paper 27 days ago

Learning to Evaluate Before Improving: Automatic Rubric Induction for Automatic Research Agents

Paper • 2608.31076 • Published 28 days ago • 22

upvoted a paper about 1 month ago

MemTrapBench: Benchmarking Cognitive Traps in LLM Memory Use

Paper • 2608.20202 • Published Aug 20 • 34

upvoted a paper about 2 months ago

Mechanist: AI as a Scientific Instrument for Discovering the Mechanisms of Intelligence

Paper • 2608.12036 • Published Aug 12 • 89

upvoted 8 papers 4 months ago

ReLearn: Unlearning via Learning for Large Language Models

Paper • 2502.11190 • Published Feb 16, 2025 • 30

Beyond Prompt Engineering: Robust Behavior Control in LLMs via Steering Target Atoms

Paper • 2505.20322 • Published May 23, 2025 • 15

LabVLA: Grounding Vision-Language-Action Models in Scientific Laboratories

Paper • 2606.13578 • Published Jun 11 • 62

Unsupervised Skill Discovery for Agentic Data Analysis

Paper • 2606.06416 • Published Jun 4 • 12

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

When Should Models Change Their Minds? Contextual Belief Management in Large Language Models

Paper • 2605.30219 • Published May 28 • 23

How LoRA Remembers? A Parametric Memory Law for LLM Finetuning

Paper • 2605.30260 • Published May 28 • 41

upvoted 2 papers 6 months ago

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

upvoted 2 papers 7 months ago

SkillNet: Create, Evaluate, and Connect AI Skills

Paper • 2603.04448 • Published Feb 26 • 95

How Controllable Are Large Language Models? A Unified Evaluation across Behavioral Granularities

Paper • 2603.02578 • Published Mar 3 • 25

upvoted a paper 10 months ago

MiroThinker: Pushing the Performance Boundaries of Open-Source Research Agents via Model, Context, and Interactive Scaling

Paper • 2511.11793 • Published Nov 14, 2025 • 197

upvoted a paper 11 months ago

LightMem: Lightweight and Efficient Memory-Augmented Generation

Paper • 2510.18866 • Published Oct 21, 2025 • 116

upvoted a paper about 1 year ago

Automating Steering for Safe Multimodal Large Language Models

Paper • 2507.13255 • Published Jul 17, 2025 • 4