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Home/Authors/Mengdi Chu

Mengdi Chu

1 indexed paper

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Publications per year

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26

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ML×1AI×1

Frequent co-authors

Yang Liu1×
Ayan Biswas1×
Han-Wei Shen1×

Research Timeline

2026
Do Physics Foundation Models Learn Generalizable Physics? A Bias-Aware Benchmark Across Physical Regimes and Distribution Shifts

The paper introduces a comprehensive benchmark to test if physics foundation models learn generalizable dynamics, finding that their performance is highly conditional and not universally general.

Highlighted terms show continued research focus across papers

Papers

cs.LGcs.AIRecentMay 28, 2026

Do Physics Foundation Models Learn Generalizable Physics? A Bias-Aware Benchmark Across Physical Regimes and Distribution Shifts

Mengdi Chu, Yang Liu, Ayan Biswas, Han-Wei Shen

The paper introduces a comprehensive benchmark to test if physics foundation models learn generalizable dynamics, finding that their performance is highly conditional and not universally general.

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