Zhiyuan Ning

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upvoted a paper 10 days ago

MemSkill: Learning and Evolving Memory Skills for Self-Evolving Agents

Paper • 2602.02474 • Published 14 days ago • 54

upvoted 2 papers 20 days ago

The Script is All You Need: An Agentic Framework for Long-Horizon Dialogue-to-Cinematic Video Generation

Paper • 2601.17737 • Published 23 days ago • 55

daVinci-Dev: Agent-native Mid-training for Software Engineering

Paper • 2601.18418 • Published 22 days ago • 124

upvoted 3 papers 23 days ago

Learning to Discover at Test Time

Paper • 2601.16175 • Published 25 days ago • 41

LLM-in-Sandbox Elicits General Agentic Intelligence

Paper • 2601.16206 • Published 25 days ago • 84

EvoCUA: Evolving Computer Use Agents via Learning from Scalable Synthetic Experience

Paper • 2601.15876 • Published 26 days ago • 90

upvoted 14 papers about 1 month ago

Toward Ultra-Long-Horizon Agentic Science: Cognitive Accumulation for Machine Learning Engineering

Paper • 2601.10402 • Published Jan 15 • 36

Collaborative Multi-Agent Test-Time Reinforcement Learning for Reasoning

Paper • 2601.09667 • Published Jan 14 • 90

Rewarding the Rare: Uniqueness-Aware RL for Creative Problem Solving in LLMs

Paper • 2601.08763 • Published Jan 13 • 148

Beyond Static Tools: Test-Time Tool Evolution for Scientific Reasoning

Paper • 2601.07641 • Published Jan 12 • 46

Can We Predict Before Executing Machine Learning Agents?

Paper • 2601.05930 • Published Jan 9 • 27

SimpleMem: Efficient Lifelong Memory for LLM Agents

Paper • 2601.02553 • Published Jan 5 • 37

AgentOCR: Reimagining Agent History via Optical Self-Compression

Paper • 2601.04786 • Published Jan 8 • 29

RelayLLM: Efficient Reasoning via Collaborative Decoding

Paper • 2601.05167 • Published Jan 8 • 31

EnvScaler: Scaling Tool-Interactive Environments for LLM Agent via Programmatic Synthesis

Paper • 2601.05808 • Published Jan 9 • 36

PaCoRe: Learning to Scale Test-Time Compute with Parallel Coordinated Reasoning

Paper • 2601.05593 • Published Jan 9 • 84

Can LLMs Predict Their Own Failures? Self-Awareness via Internal Circuits

Paper • 2512.20578 • Published Dec 23, 2025 • 86

Controlled Self-Evolution for Algorithmic Code Optimization

Paper • 2601.07348 • Published Jan 12 • 114

Entropy-Adaptive Fine-Tuning: Resolving Confident Conflicts to Mitigate Forgetting

Paper • 2601.02151 • Published Jan 5 • 109

GDPO: Group reward-Decoupled Normalization Policy Optimization for Multi-reward RL Optimization

Paper • 2601.05242 • Published Jan 8 • 226