Shun Zou

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upvoted 2 papers 1 day ago

RSI Arena: Towards Recursive Self-Improvement with Human Feedback

Paper • 2610.33624 • Published 5 days ago • 23

Hy-Nomas: Towards Free-form Interactive World Generation

Paper • 2610.36729 • Published 2 days ago • 108

upvoted 3 papers 2 days ago

Continual Learning Exam: Benchmarking Long-Horizon RSI and Experiential Learning in LLM Agents

Paper • 2610.33956 • Published 4 days ago • 60

Trajectory2Gym: Decision-Grounded Compositional Interaction Synthesis for Tool-Use Agents

Paper • 2610.33568 • Published 5 days ago • 368

World-in-Context: Interactive Video World Modeling with In-Context Conditioning

Paper • 2610.33169 • Published 6 days ago • 35

upvoted a collection 6 days ago

TerminalHorizon

Collection

Scaling Agentic Data for Long-Horizon Terminal Intelligence Web: https://zs1314.github.io/TerminalHorizon/; Paper: https://arxiv.org/abs/2610.13166 • 6 items • Updated 17 days ago • 2

upvoted a paper 7 days ago

DeLoop: Repeated Actions as Self-Supervision for Long-Horizon Agents

Paper • 2610.19376 • Published 15 days ago • 34

upvoted 2 papers 8 days ago

MMEnterprise-Bench: Evaluating Enterprise Agents over Evolving Multimodal Records

Paper • 2610.27911 • Published 9 days ago • 33

Sage-A1.5: From Long-Horizon Execution to Scientific Exploration with Capability Composition

Paper • 2610.28578 • Published 9 days ago • 74

upvoted 2 papers 9 days ago

OpenVLHarness: Real World Visual Agentic Tool-Use with Multimodal Memory

Paper • 2610.26860 • Published 10 days ago • 122

CoworkEnv: Synthesizing Training Environments for Long-Horizon Cowork Agents

Paper • 2610.24960 • Published 11 days ago • 56

upvoted 4 papers 10 days ago

BizBench: Unveiling Hidden Challenges in Deploying Long-Horizon Agents for Real-World Business

Paper • 2610.20424 • Published 15 days ago • 499

Has GPT-6-Astra Achieved Embodied Intelligence?

Paper • 2610.22471 • Published 14 days ago • 489

DiscoveryRSI: Recursively Learning to Discover Valuable Hypotheses

Paper • 2610.23839 • Published 13 days ago • 20

Tree-Aware Posterior Distillation for Long-Horizon Agentic Reinforcement Learning

Paper • 2610.23181 • Published 13 days ago • 57

upvoted 4 papers 13 days ago

Terminal-RSI: Recursive Self-Improving Terminal Agents via Recursive Self-Rewrite and Policy-Refine

Paper • 2610.22192 • Published 14 days ago • 41

OpenGCUA: Toward a Fully Open Stack for Generalist Computer Use

Paper • 2610.22200 • Published 14 days ago • 107

3DCodeVerse: Exploring 3D Worlds as Code

Paper • 2610.22341 • Published 14 days ago • 68

Orbia: Do Generated Videos Form a Consistent 3D World?

Paper • 2610.20693 • Published 15 days ago • 50

upvoted a paper 14 days ago

Tev: Scaling Long-Horizon Agentic Environments with Dense Progress Rewards

Paper • 2610.18868 • Published 16 days ago • 65