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Suman Cha

4 papers hereh-index 13 citations4 works total

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

author position
  • first author3
  • middle author1

Across the 4 of 4 papers where every author was matched, so the position is known.

fields
  • stat.ML2
  • cs.LG1
  • stat.CO1

identity via Semantic Scholar / OpenAlex

activity
20242026
collaborators
Showing 2026Show all

2 papers · 1 filter

cs.LG2026

FUSE: Feature-Wise Unified Specialization with Cross-Column Exchange for Mixed-Type Tabular Flow Matching

Suman Cha, Seongchan Lee, Dohyun Ko +1

Generating mixed-type tabular data requires jointly modeling diverse feature distributions and their complex cross-column dependencies. Variational flow matching handles distinct e…

stat.CO2026

More Permutations Do Not Always Increase Power: Non-monotonicity in Monte Carlo Permutation Tests

Suman Cha, Seongchan Lee, Antonin Schrab +1

Monte Carlo permutation tests are a cornerstone of valid, model-free statistical inference. A widely held practical intuition is that increasing the number of sampled permutations…

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