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Melissa Adrian

4 papers hereh-index 323 citations4 works total

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

author position
  • first author4

Across the 4 of 4 papers where every author was matched, so the position is known.

fields
  • stat.ML2
  • eess.SP1
  • q-bio.PE1

identity via Semantic Scholar / OpenAlex

activity
20232026
most citedData Assimilation with Machine Learning Surrogate Models: A Case Study with FourCastNet

3 citations · 4 across the 4 of their papers we have counts for

collaborators
Showing stat.MLShow all

2 papers · 1 filter

stat.ML2026

Auto-differentiable data assimilation: Co-learning of states, dynamics, and filtering algorithms

Melissa Adrian, Daniel Sanz-Alonso, Rebecca Willett

Data assimilation algorithms estimate the state of a dynamical system from partial observations, where the successful performance of these algorithms hinges on costly parameter tun…

stat.ML2024★ 1 cited

Stabilizing black-box model selection with the inflated argmax

Melissa Adrian, Jake A. Soloff, Rebecca Willett

Model selection is the process of choosing from a class of candidate models given data. For instance, methods such as the LASSO and sparse identification of nonlinear dynamics (SIN…

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