Thomas Bennett

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upvoted a paper 17 days ago

Anti-Self-Distillation for Reasoning RL via Pointwise Mutual Information

Paper • 2605.11609 • Published 26 days ago • 195

upvoted 2 papers 19 days ago

SkillsVote: Lifecycle Governance of Agent Skills from Collection, Recommendation to Evolution

Paper • 2605.18401 • Published 20 days ago • 126

CiteVQA: Benchmarking Evidence Attribution for Trustworthy Document Intelligence

Paper • 2605.12882 • Published 25 days ago • 270

upvoted a paper about 1 month ago

From Context to Skills: Can Language Models Learn from Context Skillfully?

Paper • 2604.27660 • Published May 3 • 166

upvoted 3 papers about 2 months ago

Multi-User Large Language Model Agents

Paper • 2604.08567 • Published Mar 19 • 27

An Efficient Heterogeneous Co-Design for Fine-Tuning on a Single GPU

Paper • 2603.16428 • Published Mar 17 • 51

Q-Zoom: Query-Aware Adaptive Perception for Efficient Multimodal Large Language Models

Paper • 2604.06912 • Published Apr 8 • 8

upvoted 4 papers 2 months ago

Adam's Law: Textual Frequency Law on Large Language Models

Paper • 2604.02176 • Published Apr 2 • 506

FIPO: Eliciting Deep Reasoning with Future-KL Influenced Policy Optimization

Paper • 2603.19835 • Published Mar 20 • 352

Out of Sight but Not Out of Mind: Hybrid Memory for Dynamic Video World Models

Paper • 2603.25716 • Published Mar 26 • 156

ShotStream: Streaming Multi-Shot Video Generation for Interactive Storytelling

Paper • 2603.25746 • Published Mar 26 • 155

upvoted 3 papers 3 months ago

Bootstrapping Exploration with Group-Level Natural Language Feedback in Reinforcement Learning

Paper • 2603.04597 • Published Mar 4 • 211

A Very Big Video Reasoning Suite

Paper • 2602.20159 • Published Feb 23 • 525

VESPO: Variational Sequence-Level Soft Policy Optimization for Stable Off-Policy LLM Training

Paper • 2602.10693 • Published Feb 11 • 221

upvoted 6 papers 4 months ago

SQuTR: A Robustness Benchmark for Spoken Query to Text Retrieval under Acoustic Noise

Paper • 2602.12783 • Published Feb 13 • 246

TermiGen: High-Fidelity Environment and Robust Trajectory Synthesis for Terminal Agents

Paper • 2602.07274 • Published Feb 6 • 210

Less is Enough: Synthesizing Diverse Data in Feature Space of LLMs

Paper • 2602.10388 • Published Feb 11 • 245

The Devil Behind Moltbook: Anthropic Safety is Always Vanishing in Self-Evolving AI Societies

Paper • 2602.09877 • Published Feb 10 • 197

Weak-Driven Learning: How Weak Agents make Strong Agents Stronger

Paper • 2602.08222 • Published Feb 9 • 290

Vision-DeepResearch: Incentivizing DeepResearch Capability in Multimodal Large Language Models

Paper • 2601.22060 • Published Jan 29 • 155