Author

Jing Bi

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#software testing Preprint Sep 2026

BVB: Benchmarking Agentic Video Understanding via Programmatic Reconstruction in Blender

A benchmark that tests the ability of agentic video understanding by asking agents to reconstruct real-world videos as animated Blender scenes, and shows that programmatic reconstruction is a viable test of agentic video understanding, and that semantic retention remains the main challenge.

Y. Y. Tang, D. Shimada, Jia-Yue Meng et al. · 0 citations

Preprint Aug 2026

StreamScout: Learning When to Look Deeper for Streaming Video Understanding

Streaming video understanding requires answering questions that arrive at arbitrary moments over an unbounded video stream. Existing systems primarily focus on what to retain in a bounded memory, yet access that memory using the same fixed-cost procedure for every query, despite substantial variation in the evidence re...

Ce Zhang, Jing Bi, Jinxi He et al. · 2 citations