Jinyuan Li

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upvoted a paper 11 days ago

Beyond Alignment: Value Diversity as a Collective Property in Multicultural Agent Systems

Paper • 2606.05985 • Published 26 days ago • 10

upvoted a paper 27 days ago

Small RL Controller, Large Language Model: RL-Guided Adaptive Sampling for Test-Time Scaling

Paper • 2606.03102 • Published 28 days ago • 14

upvoted 3 papers about 1 month ago

You Only Need Minimal RLVR Training: Extrapolating LLMs via Rank-1 Trajectories

Paper • 2605.21468 • Published May 20 • 51

Process Rewards with Learned Reliability

Paper • 2605.15529 • Published May 15 • 53

AI for Auto-Research: Roadmap & User Guide

Paper • 2605.18661 • Published May 18 • 69

upvoted 2 papers about 2 months ago

LLMs Improving LLMs: Agentic Discovery for Test-Time Scaling

Paper • 2605.08083 • Published May 8 • 70

Nonsense Helps: Prompt Space Perturbation Broadens Reasoning Exploration

Paper • 2605.05566 • Published May 7 • 38

upvoted a paper 4 months ago

MM-Zero: Self-Evolving Multi-Model Vision Language Models From Zero Data

Paper • 2603.09206 • Published Mar 10 • 54

upvoted 2 papers 5 months ago

Training Data Efficiency in Multimodal Process Reward Models

Paper • 2602.04145 • Published Feb 4 • 80

Parallel-Probe: Towards Efficient Parallel Thinking via 2D Probing

Paper • 2602.03845 • Published Feb 3 • 27

upvoted 2 papers 6 months ago

RelayLLM: Efficient Reasoning via Collaborative Decoding

Paper • 2601.05167 • Published Jan 8 • 31

Benchmark^2: Systematic Evaluation of LLM Benchmarks

Paper • 2601.03986 • Published Jan 7 • 34

upvoted 2 papers 7 months ago

Guided Self-Evolving LLMs with Minimal Human Supervision

Paper • 2512.02472 • Published Dec 2, 2025 • 55

VisPlay: Self-Evolving Vision-Language Models from Images

Paper • 2511.15661 • Published Nov 19, 2025 • 45

upvoted 2 papers 9 months ago

TruthRL: Incentivizing Truthful LLMs via Reinforcement Learning

Paper • 2509.25760 • Published Sep 30, 2025 • 55

D-Artemis: A Deliberative Cognitive Framework for Mobile GUI Multi-Agents

Paper • 2509.21799 • Published Sep 26, 2025 • 9

upvoted a paper 11 months ago

R-Zero: Self-Evolving Reasoning LLM from Zero Data

Paper • 2508.05004 • Published Aug 7, 2025 • 133