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Showing papers from American University of Beirut Show all papers

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NeurIPS 2026Mohamed bin Zayed University of Hefei University of TechnologyAmerican University of BeirutInception Institute of ArtificiaMBZUAIMultimodal reasoning

A Benchmark for Omni-Modal Reasoning in Long Videos

LongShOTBench evaluates long-form omni-modal video reasoning via rubric-scored open-ended questions, and LongShOTAgent achieves 66.64% as the top training-free system.

Mohammed Irfan Kurpath, Jaseel M Kaithakkodan, Jinxing Zhou, Sahal Shaji Mullappilly and 11 more

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026 · ▲ 7 on Hugging Face · Code ★ 26

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medium 7/10
strict 3/5
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NeurIPS 2026SpotlightHarvardQube Research and TechnologiesAmerican University of BeirutPrivacy

Sort, Partition, Randomize: Optimal Binary Hypothesis Testing under Local Differential Privacy

For binary hypothesis testing under local differential privacy, optimal mechanisms sort inputs by likelihood ratio, partition into contiguous blocks, and apply randomized response to block labels, enabling exact O(k³)-time computation via dynamic programming.

Elena Ghazi, Jawad Nasser, Flavio Calmon, Ibrahim Issa

Atlanta Poster Session 2, Wed, Dec 9, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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AI panel: 12 of 20 reviewers recommend it
lenient 3/5
medium 6/10
strict 3/5