KnowRL: Boosting LLM Reasoning via Reinforcement Learning with Minimal-Sufficient Knowledge Guidance Paper • 2604.12627 • Published 4 days ago • 96
CLEAR: Unlocking Generative Potential for Degraded Image Understanding in Unified Multimodal Models Paper • 2604.04780 • Published 12 days ago • 10
Unifying Group-Relative and Self-Distillation Policy Optimization via Sample Routing Paper • 2604.02288 • Published 16 days ago • 31
PLUME: Latent Reasoning Based Universal Multimodal Embedding Paper • 2604.02073 • Published 16 days ago • 15
COOPER: A Unified Model for Cooperative Perception and Reasoning in Spatial Intelligence Paper • 2512.04563 • Published Dec 4, 2025 • 16