Good Papers

Showing papers from University of Sheffield Show all papers

45%Niche pick
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NeurIPS 2026U SheffieldRepresentation & contrastive learning

Less Structure is More: Minimal Representations for Supervised Learning

Menghui Zhou, Vitaveska Lanfranchi, Po Yang

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

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medium 0/10
strict 0/5
69%Highly rated
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NeurIPS 2026Technische Universität MünchenTechnical University of MunichU SheffieldU OxfordSun Yat-sen University Cancer CeLLM evaluation & benchmarks

RealICU: Do LLM Agents Understand Long-Context ICU Data? A Benchmark Beyond Behavior Imitation

Chengzhi Shen, Weixiang Shen, Tobias Susetzky, Chen Chen and 6 more

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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AI panel: 3 of 20 reviewers recommend it
lenient 2/5
medium 1/10
strict 0/5
57%Worth a look
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NeurIPS 2026AMDU SheffieldImage restoration

DeGlare: Self-Supervised Specular Removal for Industrial Metallic Surfaces via Multi-Illumination Priors

Bisma Amjad, Henry Wood, William Jacobs, Andrew Mills

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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AI panel: 1 of 20 reviewers recommend it
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medium 0/10
strict 0/5
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NeurIPS 2026EPFLU SheffieldU ManchesterLLM evaluation & benchmarks

SciReason: A Controllable Benchmark for Scientific Reasoning in LLMs

Pierre Beckmann, Marco Valentino, Andre Freitas

Paris Poster Session 2, Wed, Dec 9, 5:00 PM–7:00 PM, Paris Poster Hall · Published 2026

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