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Showing papers from Sandia National Laboratories Show all papers

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LLM-AutoSciLab: Closed-Loop Scientific Law Discovery via Active Experimentation with LLMs

Sanchit Kabra, Nikhil Abhyankar, Saaketh Desai, Prasad Iyer and 1 more

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

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lenient 1/5
medium 0/10
strict 0/5
57%Worth a look
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PDE-PFN: Prior-Data Fitted Neural PDE Solver

Jaehyeon Park, Mingu Kang, Dongseok Lee, Woojin Cho and 4 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: 1 of 20 reviewers recommend it
lenient 1/5
medium 0/10
strict 0/5
57%Worth a look
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Distinguishing Performance From Competence in Evaluations of Humanlike Abstract Reasoning

Claas Beger, Ryan Yi, Shuhao Fu, Kaleda K Denton and 4 more

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

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lenient 1/5
medium 0/10
strict 0/5
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Tiny but Trusted: Efficient Vision-Language Reasoning for Time-Series Anomaly Detection

VisAnomReasoner is a parameter-efficient vision-language model that improves time-series anomaly detection precision and F1 by over 21 points via VisAnomBench fine-tuning with natural-language rationales.

Xiaona Zhou, Tianjiao (Joey) Yu, Muntasir Wahed, Constantin Brif and 1 more

Atlanta Poster Session 4, Thu, Dec 10, 4:30 PM–7:30 PM, Hall C1 · Published 2026 · ▲ 2 on Hugging Face

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AI panel: 12 of 20 reviewers recommend it
lenient 4/5
medium 6/10
strict 2/5