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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 2023Show all

2 papers · 1 filter

cs.LG2023

Risk Aware Benchmarking of Large Language Models

Apoorva Nitsure, Youssef Mroueh, Mattia Rigotti +6

We propose a distributional framework for benchmarking socio-technical risks of foundation models with quantified statistical significance. Our approach hinges on a new statistical…

cs.LG2023★ 4 cited

Auditing and Generating Synthetic Data with Controllable Trust Trade-offs

Brian Belgodere, Pierre Dognin, Adam Ivankay +11

Real-world data often exhibits bias, imbalance, and privacy risks. Synthetic datasets have emerged to address these issues. This paradigm relies on generative AI models to generate…

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