The Mirage of Optimizing Training Policies: Monotonic Inference Policies as the Real Objective for LLM Reinforcement Learning Paper • 2606.29526 • Published 27 days ago • 171
Program-as-Weights: A Programming Paradigm for Fuzzy Functions Paper • 2607.02512 • Published 23 days ago • 125
Dockerless: Environment-Free Program Verifier for Coding Agents Paper • 2606.28436 • Published 29 days ago • 112
Scaling the Horizon, Not the Parameters: Reaching Trillion-Parameter Performance with a 35B Agent Paper • 2606.30616 • Published 26 days ago • 103
Agentic Abstention: Do Agents Know When to Stop Instead of Act? Paper • 2606.28733 • Published 28 days ago • 149
OCC-RAG: Optimal Cognitive Core for Faithful Question Answering Paper • 2606.00683 • Published May 30 • 102
Moebius: 0.2B Lightweight Image Inpainting Framework with 10B-Level Performance Paper • 2606.19195 • Published Jun 17 • 141
PlanBench-XL: Evaluating Long-Horizon Planning of LLM Tool-Use Agents in Large-Scale Tool Ecosystems Paper • 2606.22388 • Published Jun 21 • 95
Qwen-AgentWorld: Language World Models for General Agents Paper • 2606.24597 • Published Jun 23 • 153
World-R1: Reinforcing 3D Constraints for Text-to-Video Generation Paper • 2604.24764 • Published Apr 27 • 119
Agentic World Modeling: Foundations, Capabilities, Laws, and Beyond Paper • 2604.22748 • Published Apr 24 • 232
Programming with Data: Test-Driven Data Engineering for Self-Improving LLMs from Raw Corpora Paper • 2604.24819 • Published Apr 27 • 91
ClawGym: A Scalable Framework for Building Effective Claw Agents Paper • 2604.26904 • Published Apr 29 • 54
GLM-5V-Turbo: Toward a Native Foundation Model for Multimodal Agents Paper • 2604.26752 • Published Apr 29 • 113
From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company Paper • 2604.22446 • Published Apr 24 • 125
OpenSeeker-v2: Pushing the Limits of Search Agents with Informative and High-Difficulty Trajectories Paper • 2605.04036 • Published May 5 • 73
ARIS: Autonomous Research via Adversarial Multi-Agent Collaboration Paper • 2605.03042 • Published May 4 • 143