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ShallowStream: Index Shallow then Answer Deep for Streaming Video Understanding

Paper recorded by Signals 4 on 2026-09-02 in cs.CL. Abstract reproduced from arXiv; link to the original below.

Published 2026-09-02 on arXiv · recorded by Signals 4 on 2026-09-03

Category: cs.CL · 自然语言处理 · first seen 2026-09-03

Abstract

Streaming video understanding is a critical capability for real-world applications, including embodied intelligence, autonomous driving, industrial monitoring, surveillance and early warning, and wearable assistants. However, processing continuous video streams with multimodal large language models (MLLMs) is computationally expensive. Existing efforts have explored reducing streaming overhead thr

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#130 most recent of 186 cs.CL papers we have recorded · ↑ newer: EarlyEval: Cheaper Agent Evaluation via Early Outcome Prediction · ↓ older: HyperStyler: Low-resource Authorship Style Transfer via Context-aware
Cite this page: ShallowStream: Index Shallow then Answer Deep for Streaming Video Understanding: the #130 most recent of 186 cs.CL papers we have recorded (as of 2026-09-02). Source: Signals 4 (Signals API) — https://data.jiangzhang.ca/signals4/t/papers/shallowstream-index-shallow-then-answer-deep-for-streaming-video-understanding.html
Free to quote with attribution to “Signals 4 (Signals API)”. Machine-readable: papers.json
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