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W. D. Collins

2 papers hereh-index 5706 citations6 works total

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

author position
  • middle author2

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

fields
  • cs.LG1
  • physics.ao-ph1

identity via Semantic Scholar / OpenAlex

collaborators

2 papers

physics.ao-ph2025

Towards a Climate OSSE Framework for Satellite Mission Design

Ann M. Fridlind, Gregory S. Elsaesser, Marcus van Lier-Walqui +24

The rich history of observing system simulation experiments (OSSEs) does not yet include a well-established framework for using climate models. The need for a climate OSSE is trigg…

cs.LG2025

Recommendations for Comprehensive and Independent Evaluation of Machine Learning-Based Earth System Models

Paul A. Ullrich, Elizabeth A. Barnes, William D. Collins +9

Machine learning (ML) is a revolutionary technology with demonstrable applications across multiple disciplines. Within the Earth science community, ML has been most visible for wea…

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