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researcher

A. Watkins

3 papers hereh-index 284.2k citations73 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
  • stat.ML1
same name
  • A. Watkins — 35 papers, h 14
  • A. Watkins — 15 papers, h 2
  • A. Watkins — 3 papers, h 4
  • A. Watkins — 2 papers, h 3
  • A. Watkins — 1 paper, h 0

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 citedPropertyDAG: Multi-objective Bayesian optimization of partially ordered, mixed-variable properties for biological sequence design

6 citations · 9 across the 3 of their papers we have counts for

collaborators

3 papers

cs.LG2022★ 6 cited

PropertyDAG: Multi-objective Bayesian optimization of partially ordered, mixed-variable properties for biological sequence design

Ji Won Park, Samuel Stanton, Saeed Saremi +6

Bayesian optimization offers a sample-efficient framework for navigating the exploration-exploitation trade-off in the vast design space of biological sequences. Whereas it is poss…

cs.LG2022★ 3 cited

Multi-segment preserving sampling for deep manifold sampler

Daniel Berenberg, Jae Hyeon Lee, Simon Kelow +6

Deep generative modeling for biological sequences presents a unique challenge in reconciling the bias-variance trade-off between explicit biological insight and model flexibility.…

stat.ML2021

Deep learning models for predicting RNA degradation via dual crowdsourcing

Hannah K. Wayment-Steele, Wipapat Kladwang, Andrew M. Watkins +26

Messenger RNA-based medicines hold immense potential, as evidenced by their rapid deployment as COVID-19 vaccines. However, worldwide distribution of mRNA molecules has been limite…

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