WonJae Roh

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upvoted a paper about 1 month ago

A Theoretical Study on Bridging Internal Probability and Self-Consistency for LLM Reasoning

Paper • 2510.15444 • Published Oct 17 • 147

upvoted 12 papers 3 months ago

PVPO: Pre-Estimated Value-Based Policy Optimization for Agentic Reasoning

Paper • 2508.21104 • Published Aug 28 • 35

A.S.E: A Repository-Level Benchmark for Evaluating Security in AI-Generated Code

Paper • 2508.18106 • Published Aug 25 • 345

The Landscape of Agentic Reinforcement Learning for LLMs: A Survey

Paper • 2509.02547 • Published Sep 2 • 225

Open Data Synthesis For Deep Research

Paper • 2509.00375 • Published Aug 30 • 70

Drivel-ology: Challenging LLMs with Interpreting Nonsense with Depth

Paper • 2509.03867 • Published Sep 4 • 210

Why Language Models Hallucinate

Paper • 2509.04664 • Published Sep 4 • 193

Reverse-Engineered Reasoning for Open-Ended Generation

Paper • 2509.06160 • Published Sep 7 • 149

Beyond Pass@1: Self-Play with Variational Problem Synthesis Sustains RLVR

Paper • 2508.14029 • Published Aug 19 • 118

InternVL3.5: Advancing Open-Source Multimodal Models in Versatility, Reasoning, and Efficiency

Paper • 2508.18265 • Published Aug 25 • 208

VibeVoice Technical Report

Paper • 2508.19205 • Published Aug 26 • 127

Beyond Transcription: Mechanistic Interpretability in ASR

Paper • 2508.15882 • Published Aug 21 • 86

Pref-GRPO: Pairwise Preference Reward-based GRPO for Stable Text-to-Image Reinforcement Learning

Paper • 2508.20751 • Published Aug 28 • 89

upvoted 7 papers 4 months ago

On the Generalization of SFT: A Reinforcement Learning Perspective with Reward Rectification

Paper • 2508.05629 • Published Aug 7 • 180

Is Chain-of-Thought Reasoning of LLMs a Mirage? A Data Distribution Lens

Paper • 2508.01191 • Published Aug 2 • 238

Seed Diffusion: A Large-Scale Diffusion Language Model with High-Speed Inference

Paper • 2508.02193 • Published Aug 4 • 132

Skywork UniPic: Unified Autoregressive Modeling for Visual Understanding and Generation

Paper • 2508.03320 • Published Aug 5 • 62

Qwen-Image Technical Report

Paper • 2508.02324 • Published Aug 4 • 264

Cognitive Kernel-Pro: A Framework for Deep Research Agents and Agent Foundation Models Training

Paper • 2508.00414 • Published Aug 1 • 93

Seed-Prover: Deep and Broad Reasoning for Automated Theorem Proving

Paper • 2507.23726 • Published Jul 31 • 114