Zhenwen Liang

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upvoted 2 papers 3 months ago

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

Paper • 2603.09206 • Published Mar 10 • 53

Penguin-VL: Exploring the Efficiency Limits of VLM with LLM-based Vision Encoders

Paper • 2603.06569 • Published Mar 6 • 120

upvoted 2 papers 4 months ago

Group Distributionally Robust Optimization-Driven Reinforcement Learning for LLM Reasoning

Paper • 2601.19280 • Published Jan 27 • 9

Inference-Time Scaling of Verification: Self-Evolving Deep Research Agents via Test-Time Rubric-Guided Verification

Paper • 2601.15808 • Published Jan 22 • 20

upvoted a paper 5 months ago

Can LLMs Guide Their Own Exploration? Gradient-Guided Reinforcement Learning for LLM Reasoning

Paper • 2512.15687 • Published Dec 17, 2025 • 22

upvoted a paper 7 months ago

SPICE: Self-Play In Corpus Environments Improves Reasoning

Paper • 2510.24684 • Published Oct 28, 2025 • 18

upvoted 3 papers 8 months ago

The Art of Scaling Reinforcement Learning Compute for LLMs

Paper • 2510.13786 • Published Oct 15, 2025 • 33

The Role of Computing Resources in Publishing Foundation Model Research

Paper • 2510.13621 • Published Oct 15, 2025 • 17

Building a Foundational Guardrail for General Agentic Systems via Synthetic Data

Paper • 2510.09781 • Published Oct 10, 2025 • 27

upvoted a collection 8 months ago

EVOL-RL

Collection

The models trained with EVOL-RL • 6 items • Updated Apr 27 • 1

upvoted 2 papers 8 months ago

CLUE: Non-parametric Verification from Experience via Hidden-State Clustering

Paper • 2510.01591 • Published Oct 2, 2025 • 28

Evolving Language Models without Labels: Majority Drives Selection, Novelty Promotes Variation

Paper • 2509.15194 • Published Sep 18, 2025 • 33

upvoted a paper 9 months ago

Self-Rewarding Vision-Language Model via Reasoning Decomposition

Paper • 2508.19652 • Published Aug 27, 2025 • 85

upvoted a paper 11 months ago

Towards Solving More Challenging IMO Problems via Decoupled Reasoning and Proving

Paper • 2507.06804 • Published Jul 7, 2025 • 16

upvoted a paper 12 months ago

ProRL: Prolonged Reinforcement Learning Expands Reasoning Boundaries in Large Language Models

Paper • 2505.24864 • Published May 30, 2025 • 146

upvoted 2 papers about 1 year ago

DeepTheorem: Advancing LLM Reasoning for Theorem Proving Through Natural Language and Reinforcement Learning

Paper • 2505.23754 • Published May 29, 2025 • 15

MPS-Prover: Advancing Stepwise Theorem Proving by Multi-Perspective Search and Data Curation

Paper • 2505.10962 • Published May 16, 2025 • 8

upvoted a paper almost 2 years ago

Learn Beyond The Answer: Training Language Models with Reflection for Mathematical Reasoning

Paper • 2406.12050 • Published Jun 17, 2024 • 19

upvoted a paper about 2 years ago

SceMQA: A Scientific College Entrance Level Multimodal Question Answering Benchmark

Paper • 2402.05138 • Published Feb 6, 2024 • 2

upvoted a paper over 2 years ago

What indeed can GPT models do in chemistry? A comprehensive benchmark on eight tasks

Paper • 2305.18365 • Published May 27, 2023 • 5