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45%Niche pick
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DeepVoting: Learning and Improving Voting Rules with Fine-Tuning

Leonardo Matone, Ben Abramowitz, Ben Armstrong, Avinash Balakrishnan and 1 more

Atlanta Poster Session 5, Fri, Dec 11, 10:00 AM–1:00 PM, Hall C1 · Published 2026

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medium 0/10
strict 0/5
67%Highly rated
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Black-Box Uncertainty Quantification for Large Language Models via Ensemble-of-Ensembles

Wang Ma, Debarun Bhattacharjya, Junkyu Lee, Nhan H Pham and 2 more

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

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2/20 AI panelreviewers recommend it

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AI panel: 2 of 20 reviewers recommend it
lenient 1/5
medium 1/10
strict 0/5
57%Worth a look
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Beyond 3 Million Tokens: A Multi-Modal Foundation Model for Full-Resolution Heliophysics

Sujit Roy, Johannes Schmude, Ata A Asanjan, Thorsten Kurth and 12 more

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

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AI panel: 1 of 20 reviewers recommend it
lenient 1/5
medium 0/10
strict 0/5
57%Worth a look
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Explanations over Graphs: An Agent Architecture for IT Enterprise Diagnostic Tasks

Saurabh Jha, Rohan R. Arora, Bhavya Bhavya, Noah Zheutlin and 5 more

Atlanta Poster Session 1, Wed, Dec 9, 10:00 AM–1:00 PM, Hall C1 · Published 2026

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AI panel: 1 of 20 reviewers recommend it
lenient 1/5
medium 0/10
strict 0/5
92%Must read
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General Agent Evaluation

A systematic comparison of general agent architectures finds backbone choice dominates performance while architecture shifts results up to 12pp, and open models suffer generality sinks.

Elron Bandel, Asaf Yehudai, Lilach Edelstein, Yehoshua Sagron and 11 more

Paris Poster Session 5, Fri, Dec 11, 11:30 AM–1:30 PM, Paris Poster Hall · Published 2026 · ▲ 14 on Hugging Face · Code ★ 76

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19/20 AI panelreviewers recommend it

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AI panel: 19 of 20 reviewers recommend it
lenient 5/5
medium 10/10
strict 4/5
76%Highly rated
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SyncWorld: Visual Calibration Enables World Models as Zero-Shot Simulators

SyncWorld learns action-visual mappings via visual calibration episodes to serve as zero-shot simulators across unseen robot settings without retraining.

Yuncong Yang, Zhengtao Han, Furkan Ozyurt, Zeyuan Yang and 5 more

Atlanta Poster Session 2, Wed, Dec 9, 4:30 PM–7:30 PM, Hall C1 · Published 2026 · ▲ 16 on Hugging Face · Code ★ 21

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AI panel: 10 of 20 reviewers recommend it
lenient 5/5
medium 5/10
strict 0/5
72%Highly rated
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VolFill: Single-View Amodal 3D Scene Reconstruction with Volumetric Flow Matching

VolFill predicts complete 3D scenes from single images via volumetric flow matching, surpassing baselines on SCRREAM and NRGB-D.

Tuan D Ngo, Chuang Gan, Evangelos Kalogerakis

Atlanta Poster Session 4, Thu, Dec 10, 4:30 PM–7:30 PM, Hall C1 · Published 2026 · ▲ 1 on Hugging Face

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8/20 AI panelreviewers recommend it

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