WangZilin

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upvoted a paper 7 days ago

Confidence Comes from Experience: Experiential Confidence Estimation from Reasoning to Agents

Paper • 2609.17708 • Published 10 days ago • 71

upvoted a paper 10 days ago

SAS: Simple Attention Sparsification via End-to-End Optimization of Context Ranking

Paper • 2609.13141 • Published 14 days ago • 65

upvoted 2 papers about 2 months ago

OSReward: Instituting Standardized Evaluation for Cross-Platform Computer-Use Reward Models

Paper • 2607.28609 • Published Jul 30 • 75

ToolArtist: Tool-Using Unified Multimodal Models for Agentic Image Generation

Paper • 2608.04436 • Published Aug 5 • 61

upvoted a paper 3 months ago

From Trainee to Trainer: LLM-Designed Training Environment for RL with Multi-Agent Reasoning

Paper • 2606.17682 • Published Jun 16 • 26

upvoted 3 papers 4 months ago

Attention Amnesia in Hybrid LLMs: When CoT Fine-Tuning Breaks Long-Range Recall, and How to Fix It

Paper • 2606.11052 • Published Jun 9 • 17

Reinforcement Learning Elicits Contextual Learning of Unseen Language Translation

Paper • 2606.06428 • Published Jun 4 • 25

Video2GUI: Synthesizing Large-Scale Interaction Trajectories for Generalized GUI Agent Pretraining

Paper • 2605.14747 • Published May 14 • 57

authored a paper 4 months ago

EnvFactory: Scaling Tool-Use Agents via Executable Environments Synthesis and Robust RL

Paper • 2605.18703 • Published May 18 • 50

upvoted a paper 4 months ago

EnvFactory: Scaling Tool-Use Agents via Executable Environments Synthesis and Robust RL

Paper • 2605.18703 • Published May 18 • 50

published a model 6 months ago

terr1ble/envscaler-mixed-step100

Updated Mar 23

upvoted a paper 8 months ago

Watching, Reasoning, and Searching: A Video Deep Research Benchmark on Open Web for Agentic Video Reasoning

Paper • 2601.06943 • Published Jan 11 • 196

upvoted 2 papers about 1 year ago

Depth-Breadth Synergy in RLVR: Unlocking LLM Reasoning Gains with Adaptive Exploration

Paper • 2508.13755 • Published Aug 19, 2025 • 14

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

Paper • 2508.14029 • Published Aug 19, 2025 • 110