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researcher

Michael Penwarden

3 papers hereh-index 7402 citations17 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • middle author3

Across the 3 of 3 papers where every author was matched, so the position is known.

fields
  • cs.LG2
  • math.NA1

identity via Semantic Scholar / OpenAlex

collaborators
Showing math.NAShow all

1 paper · 1 filter

math.NA2026

Hard-constrained Physics-informed Neural Networks for Interface Problems

Seung Whan Chung, Stephen T. Castonguay, Sumanta Roy +3

Physics-informed neural networks (PINNs) have emerged as a flexible framework for solving partial differential equations, but their performance on interface problems remains challe…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.