Author

Ziling Huang

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Preprint Aug 2026

Temporal Tree of Thought: Reasoning-Guided Visual Cue Search for Long-Video Understanding

The proposed Temporal Tree of Thought T^3, a training-free framework for adaptive coarse-to-fine long-video understanding, constructs a question-agnostic hierarchical temporal tree via recursive temporally constrained clustering, where each node represents a contiguous segment with an informative key frame.

Ziling Huang, Shin'ichi Satoh · 0 citations

Preprint Aug 2026

Beyond Frame Selection: Rethinking Long-Video Understanding with MLLMs

VideoRouter (VR) is proposed that rethinks long-video understanding as coordinating complementary evidence views rather than selecting a single subset of frames, and introduces a verification-guided router to determine which view is better supported by the selected evidence and select the final answer.

Ziling Huang, Yuki M. Asano, Shin'ichi Satoh · 0 citations