Explaining AI Without Code: A User Study on Explainable AI Chatting with Images for Introspective Visual Thinking TabSieve: Explicit In-Table Evidence Selection for Tabular Prediction OMEGA-Avatar: One-shot Modeling of 360{deg} Gaussian Avatars OmniVL-Guard: Towards Unified Vision-Language Forgery Detection and Grounding via Balanced RL