Good Papers

Showing papers from Department of Computer Science, University of Maryland, College Park Show all papers

45%Niche pick
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Agent-Native Research Artifacts

Jiachen Liu, Jiaxin Pei, Jintao Huang, Chenglei Si and 33 more

Atlanta Poster Session 6, Fri, Dec 11, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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AI panel: 0 of 20 reviewers recommend it
lenient 0/5
medium 0/10
strict 0/5
83%Must read
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SpecHop: Continuous Speculation for Accelerating Multi-Hop Retrieval Agents

SpecHop continuously speculates multi-hop retrieval trajectories via asynchronous verification and branch rollback, reducing latency by up to 40% losslessly.

Mehrdad Saberi, Keivan Rezaei, Soheil Feizi

Atlanta Poster Session 4, Thu, Dec 10, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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13/20 AI panelreviewers recommend it

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AI panel: 13 of 20 reviewers recommend it
lenient 5/5
medium 7/10
strict 1/5
86%Must read
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Aligning Forest and Trees in Images & Long Captions for Visually Grounded Understanding

CAFT learns local text-region alignments before global image-text matching via hierarchical encoders, achieving state-of-the-art long-caption retrieval without region supervision.

Byeongju Woo, Zilin Wang, Byeonghyun Pak, Sangwoo Mo and 1 more

Atlanta Poster Session 4, Thu, Dec 10, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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14/20 AI panelreviewers recommend it

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AI panel: 14 of 20 reviewers recommend it
lenient 4/5
medium 10/10
strict 0/5