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researcher

M. Katsoulakis

64 papers hereh-index 343.7k citations157 works total

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

author position
  • first author9
  • middle author39
  • last author15

Across the 63 of 64 papers where every author was matched, so the position is known.

fields
  • math.NA19
  • stat.ML17
  • cs.LG8
  • math.PR7
  • cs.IT4
  • math-ph2

identity via Semantic Scholar / OpenAlex

activity
20012026
most citedInformation-theoretic tools for parametrized coarse-graining of non-equilibrium extended systems

48 citations · 413 across the 59 of their papers we have counts for

collaborators
Showing 2026 · stat.MLShow all

2 papers · 2 filters

stat.ML2026

Fine-Tuning Generative Models for Extreme Events via CVaR-Penalized Wasserstein Gradient Flows

Thejani Gamage, Hyemin Gu, Zhizhen Zhang +4

In many high-stakes domains, extreme events carry substantial consequences, yet learning the heavy-tailed distributions that govern them from finite samples remains challenging: th…

stat.ML2026

ISOMORPH: A Supply Chain Digital Twin for Simulation, Dataset Generation, and Forecasting Benchmarks

Zhizhen Zhang, Hyemin Gu, Benjamin J. Zhang +6

Open time-series forecasting (TSF) benchmarks cover retail, energy, weather, and traffic, but supply-chain logistics remains underserved. We introduce ISOMORPH, the first public di…

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