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upvoted a paper 14 days ago

NeoHorse-1: Towards Recursive Self-Improvement via Agentic Post-Training with Routing Harness

Paper • 2609.08183 • Published 16 days ago • 172

upvoted 2 papers 21 days ago

Aspire: Can Models Self-Evolve from Vague Goals?

Paper • 2608.31111 • Published 24 days ago • 169

StarHarness: Evolving Harnesses with Stratified Search for Enterprise Environments

Paper • 2608.24804 • Published about 1 month ago • 41

upvoted a paper 22 days ago

StudentSim: Training LLM-based Student Simulators

Paper • 2609.01591 • Published 23 days ago • 357

upvoted a paper 27 days ago

HarnessEval-W: Agentifying the Evaluation of Visual Worlds

Paper • 2608.16859 • Published Aug 17 • 122

upvoted 2 papers about 1 month ago

Learn What's Left, Not What's Mastered: Saturation Aware Advantage Reweighting for Multi-Reward Policy Optimization

Paper • 2608.16072 • Published Aug 17 • 50

Beyond Pixels: From Video Priors to 4D Worlds

Paper • 2608.10744 • Published Aug 11 • 187

upvoted 2 papers about 2 months ago

Deferred Exposure of Future Trajectories for Verifiable Reasoning in Autonomous Driving VLMs

Paper • 2608.01755 • Published Aug 3 • 58

Flux-OPD: On-Policy Distillation with Evolving Contexts

Paper • 2607.28022 • Published Jul 30 • 45

upvoted 3 papers 3 months ago

The Mirage of Optimizing Training Policies: Monotonic Inference Policies as the Real Objective for LLM Reinforcement Learning

Paper • 2606.29526 • Published Jun 28 • 52

Securing the AI Agent: A Unified Framework for Multi-Layer Agent Red Teaming

Paper • 2606.31227 • Published Jun 30 • 13

Unlocking the Visual Record of Materials Science: A Large-Scale Multimodal Dataset from Scientific Literature

Paper • 2606.29667 • Published Jun 29 • 12

upvoted 5 papers 4 months ago

Skill is Not One-Size-Fits-All: Model-Aware Skill Alignment for LLM Agents

Paper • 2605.30723 • Published May 29 • 14

Multi-Agent Computer Use

Paper • 2606.01533 • Published Jun 1 • 7

Gamma-World: Generative Multi-Agent World Modeling Beyond Two Players

Paper • 2605.28816 • Published May 27 • 149

CiteVQA: Benchmarking Evidence Attribution for Trustworthy Document Intelligence

Paper • 2605.12882 • Published May 13 • 65

Long Context Pre-Training with Lighthouse Attention

Paper • 2605.06554 • Published May 7 • 31

upvoted 2 papers 5 months ago

Skill1: Unified Evolution of Skill-Augmented Agents via Reinforcement Learning

Paper • 2605.06130 • Published May 7 • 74

GoClick: Lightweight Element Grounding Model for Autonomous GUI Interaction

Paper • 2604.23941 • Published Apr 27 • 6

upvoted a paper 6 months ago

Adam's Law: Textual Frequency Law on Large Language Models

Paper • 2604.02176 • Published Apr 2 • 110