Harder Is Better: Boosting Mathematical Reasoning via Difficulty-Aware GRPO and Multi-Aspect Question Reformulation Paper • 2601.20614 • Published 19 days ago • 118
Urban Socio-Semantic Segmentation with Vision-Language Reasoning Paper • 2601.10477 • Published Jan 15 • 155
Taming Hallucinations: Boosting MLLMs' Video Understanding via Counterfactual Video Generation Paper • 2512.24271 • Published Dec 30, 2025 • 63
Thinking with Map: Reinforced Parallel Map-Augmented Agent for Geolocalization Paper • 2601.05432 • Published Jan 8 • 166