Preference Orchestrator: Prompt-Aware Multi-Objective Alignment for Large Language Models Paper • 2511.10656 • Published Nov 3, 2025
SpatialWorld: Benchmarking Interactive Spatial Reasoning of Multimodal Agents in Real-World Tasks Paper • 2606.09669 • Published Jun 8 • 47
SlimSearcher: Training Efficiency-Aware Web Agents via Adaptive Reward Gating Paper • 2606.07074 • Published Jun 5 • 12
SpatialWorld: Benchmarking Interactive Spatial Reasoning of Multimodal Agents in Real-World Tasks Paper • 2606.09669 • Published Jun 8 • 47
SAAS: Self-Aware Reinforcement Learning for Over-Search Mitigation in Agentic Search Paper • 2605.29796 • Published May 28 • 25
CUA-Gym: Scaling Verifiable Training Environments and Tasks for Computer-Use Agents Paper • 2605.25624 • Published May 25 • 35
OpenWorldLib: A Unified Codebase and Definition of Advanced World Models Paper • 2604.04707 • Published Apr 6 • 203