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cs.AI2026
RLHarness: Co-evolving Procedural Skills with Reinforcement Learning for Long-horizon Multimodal Reasoning
Ziqiao Shang, Zian Xu, Ji-Chen Yan +6
Multimodal reasoning requires models to preserve visual evidence through long decision chains while selecting appropriate procedures across diverse scenarios and rules. When learni…
cs.AI2026
A Progressive Visual-Logic-Aligned Framework for Ride-Hailing Adjudication
Weiming Wu, Zi-Jian Cheng, Jie Meng +5
The efficient adjudication of responsibility disputes is pivotal for maintaining marketplace fairness. However, the exponential surge in ride-hailing volume renders manual review i…