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Showing papers from Seoul National Univ. & Hanwha Aerospace Show all papers

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NeurIPS 2026Seoul NationalSeoul National Univ. & HanwhVideo understanding

From Matching to Reasoning: Query-Aware Long Video Summarization

Mingu Kang, Sumin Kim, Hyunjin Lee, Sungmin Yang and 2 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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strict 0/5
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NeurIPS 2026Kyung HeeKyungheeU Southern CaliforniaSeoul National Univ. & HanwhVideo-language models

EVIDENT: Routing MLLM Adaptation through Entity-Grounded Visual Evidence for Cross-Domain Video Temporal Grounding

EVIDENT routes video temporal grounding through explicit visual entity evidence to improve cross-domain robustness via parameter-efficient adapters and distillation.

Geo Ahn, Jiwook Han, Youngrae Kim, Joonseok Lee and 1 more

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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AI panel: 12 of 20 reviewers recommend it
lenient 4/5
medium 8/10
strict 0/5