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Timothy A. Smith

2 papers here

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

author position
  • first author1
  • middle author1

Across the 2 of 2 papers where every author was matched, so the position is known.

fields
  • cs.LG1
  • physics.ao-ph1
ORCID 0000-0003-4463-6126
same name
  • Timothy A. Smith — 2 papers, h 4
  • Timothy A. Smith — 2 papers, h 3

Either other researchers who publish under this name, or the same person where the external sources have not merged their records.

identity via Semantic Scholar / OpenAlex

most citedConstraining Chaos: Enforcing dynamical invariants in the training of recurrent neural networks

2 citations · 2 across the 2 of their papers we have counts for

collaborators
Showing cs.LGShow all

1 paper · 1 filter

cs.LG2023★ 2 cited

Constraining Chaos: Enforcing dynamical invariants in the training of recurrent neural networks

Jason A. Platt, Stephen G. Penny, Timothy A. Smith +2

Drawing on ergodic theory, we introduce a novel training method for machine learning based forecasting methods for chaotic dynamical systems. The training enforces dynamical invari…

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