EviPathBench: Benchmarking Evidence Acquisition and Reasoning in Vision-Language Models for Whole-Slide Pathology Minimal Decision Dynamics and Contextual Probability: A Quantum Tug-of-War Model SAGE: From Direct Answering to Evidence-Grounded Inference for Chinese Ancient Document Understanding VLANeXt: Recipes for Building Strong VLA Models AeroDPO: Unleashing Lightweight UAV Navigation with High-Fidelity Perception and Automated Preference Optimization