John Schaefer

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upvoted 2 papers about 21 hours ago

Beyond Simply Environment Scaling: Designing Effective Environment Distributions for Multimodal Agent Learning

Paper • 2608.03571 • Published 6 days ago • 40

Sci-VBench: Evaluating Knowledge- and Reasoning-Intensive Video Generation in Science Domains

Paper • 2608.09873 • Published 2 days ago • 23

upvoted 2 papers 7 days ago

LongHorizon-Harness: Advancing Long-Horizon Agents for Real-World Tasks

Paper • 2608.01964 • Published 9 days ago • 166

UEmbed: Unified Sparse and Dense Multimodal Embeddings

Paper • 2608.02583 • Published 9 days ago • 50

upvoted 2 papers about 2 months ago

Are We Ready For An Agent-Native Memory System?

Paper • 2606.24775 • Published Jun 23 • 133

GUI vs. CLI: Execution Bottlenecks in Screen-Only and Skill-Mediated Computer-Use Agents

Paper • 2606.24551 • Published Jun 22 • 28

upvoted 2 papers 2 months ago

Where Do Deep-Research Agents Go Wrong? Span-Level Error Localization in Agent Trajectories

Paper • 2606.02060 • Published Jun 1 • 58

VideoKR: Towards Knowledge- and Reasoning-Intensive Video Understanding

Paper • 2606.05259 • Published Jun 3 • 39

upvoted 3 papers 3 months ago

Rethinking Reasoning-Intensive Retrieval: Evaluating and Advancing Retrievers in Agentic Search Systems

Paper • 2605.04018 • Published May 5 • 41

Heterogeneous Scientific Foundation Model Collaboration

Paper • 2604.27351 • Published Apr 30 • 222

Step-level Optimization for Efficient Computer-use Agents

Paper • 2604.27151 • Published Apr 29 • 19

upvoted 3 papers 4 months ago

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company

Paper • 2604.22446 • Published Apr 24 • 125

World-R1: Reinforcing 3D Constraints for Text-to-Video Generation

Paper • 2604.24764 • Published Apr 27 • 119

TexOCR: Advancing Document OCR Models for Compilable Page-to-LaTeX Reconstruction

Paper • 2604.22880 • Published Apr 24 • 10

upvoted 6 papers about 1 year ago

CellForge: Agentic Design of Virtual Cell Models

Paper • 2508.02276 • Published Aug 4, 2025 • 40

AbGen: Evaluating Large Language Models in Ablation Study Design and Evaluation for Scientific Research

Paper • 2507.13300 • Published Jul 17, 2025 • 20

Can LLMs Identify Critical Limitations within Scientific Research? A Systematic Evaluation on AI Research Papers

Paper • 2507.02694 • Published Jul 3, 2025 • 19

SciArena: An Open Evaluation Platform for Foundation Models in Scientific Literature Tasks

Paper • 2507.01001 • Published Jul 1, 2025 • 47

Can LLMs Generate High-Quality Test Cases for Algorithm Problems? TestCase-Eval: A Systematic Evaluation of Fault Coverage and Exposure

Paper • 2506.12278 • Published Jun 13, 2025 • 16

The Climb Carves Wisdom Deeper Than the Summit: On the Noisy Rewards in Learning to Reason

Paper • 2505.22653 • Published May 28, 2025 • 43