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Igor Melnyk

22 papers hereh-index 171.2k citations31 works total

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

author position
  • first author6
  • middle author15
  • last author1

Across the 22 of 22 papers where every author was matched, so the position is known.

fields
  • cs.LG10
  • cs.CL6
  • q-bio.BM3
  • cs.CV2
  • physics.comp-ph1
same name
  • Igor Melnyk — 4 papers, h 7
  • Igor Melnyk — 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

activity
20172024
most citedDeep learning algorithm for data-driven simulation of noisy dynamical system

113 citations · 221 across the 19 of their papers we have counts for

collaborators
Showing q-bio.BMShow all

3 papers · 1 filter

q-bio.BM2022★ 9 cited

Reprogramming Pretrained Language Models for Antibody Sequence Infilling

Igor Melnyk, Vijil Chenthamarakshan, Pin-Yu Chen +4

Antibodies comprise the most versatile class of binding molecules, with numerous applications in biomedicine. Computational design of antibodies involves generating novel and diver…

q-bio.BM2022

AlphaFold Distillation for Protein Design

Igor Melnyk, Aurelie Lozano, Payel Das +1

Inverse protein folding, the process of designing sequences that fold into a specific 3D structure, is crucial in bio-engineering and drug discovery. Traditional methods rely on ex…

q-bio.BM2021★ 1 cited

Benchmarking deep generative models for diverse antibody sequence design

Igor Melnyk, Payel Das, Vijil Chenthamarakshan +1

Computational protein design, i.e. inferring novel and diverse protein sequences consistent with a given structure, remains a major unsolved challenge. Recently, deep generative mo…

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