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NeurIPS 2026SolverXKorea Advanced Institute of ScieSeoul NationalTelepixArizona StatePhysics-informed ML & PDEs

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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medium 0/10
strict 0/5
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NeurIPS 2026TelePIXTelepixBehavior & reasoning editing

Platonic Task Arithmetic

Universal Task Descriptors represent tasks as architecture-independent matrices to enable cross-model arithmetic, retaining 74, 80% of within-model gains across six families.

Junghwan Park, Woojin Cho

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · 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 3/5
medium 8/10
strict 3/5