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John D. Shimanek

7 papers hereh-index 8136 citations15 works total

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

author position
  • first author4
  • middle author3

Across the 7 of 7 papers where every author was matched, so the position is known.

fields
  • cond-mat.mtrl-sci5
  • cs.LG1
  • physics.app-ph1

identity via Semantic Scholar / OpenAlex

activity
20202026
most citedAn image-based transfer learning approach for using in situ processing data to predict laser powder bed fusion additively manufactured Ti-6Al-4V mechanical properties

26 citations · 75 across the 6 of their papers we have counts for

collaborators
Showing 2026Show all

1 paper · 1 filter

cs.LG2026

Beyond Compression: Training Latent Representations for Stable Long-Horizon Rollout in Neural Surrogate Solvers

Andreas E. Robertson, Ashley T. Lenau, John D. Shimanek +5

Latent neural surrogate solvers, or latent dynamics models, accelerate simulations of time-dependent physical systems by evolving a compressed latent space rather than resolving fu…

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