Zhiyuan Ning

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upvoted 4 papers 1 day ago

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

Paper • 2601.10402 • Published 3 days ago • 32

Collaborative Multi-Agent Test-Time Reinforcement Learning for Reasoning

Paper • 2601.09667 • Published 4 days ago • 72

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

Paper • 2601.08763 • Published 5 days ago • 123

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

Paper • 2601.07641 • Published 6 days ago • 41

upvoted 16 papers 3 days ago

Can We Predict Before Executing Machine Learning Agents?

Paper • 2601.05930 • Published 9 days ago • 25

SimpleMem: Efficient Lifelong Memory for LLM Agents

Paper • 2601.02553 • Published 13 days ago • 28

AgentOCR: Reimagining Agent History via Optical Self-Compression

Paper • 2601.04786 • Published 10 days ago • 27

RelayLLM: Efficient Reasoning via Collaborative Decoding

Paper • 2601.05167 • Published 10 days ago • 28

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

Paper • 2601.05808 • Published 9 days ago • 35

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

Paper • 2601.05593 • Published 9 days ago • 76

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

Paper • 2512.20578 • Published 26 days ago • 77

Controlled Self-Evolution for Algorithmic Code Optimization

Paper • 2601.07348 • Published 6 days ago • 106

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

Paper • 2601.02151 • Published 13 days ago • 98

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

Paper • 2601.05242 • Published 10 days ago • 193

Recursive Language Models

Paper • 2512.24601 • Published 19 days ago • 68

Seed-Prover 1.5: Mastering Undergraduate-Level Theorem Proving via Learning from Experience

Paper • 2512.17260 • Published about 1 month ago • 49

Guided Self-Evolving LLMs with Minimal Human Supervision

Paper • 2512.02472 • Published Dec 2, 2025 • 52

How Far Are We from Genuinely Useful Deep Research Agents?

Paper • 2512.01948 • Published Dec 1, 2025 • 55

When Reasoning Meets Its Laws

Paper • 2512.17901 • Published 30 days ago • 58

Bottom-up Policy Optimization: Your Language Model Policy Secretly Contains Internal Policies

Paper • 2512.19673 • Published 27 days ago • 62