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researcher

M. Squillante

29 papers hereh-index 374.3k citations269 works total

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

author position
  • middle author24
  • last author4

Across the 28 of 29 papers where every author was matched, so the position is known.

fields
  • math.OC8
  • cs.LG5
  • math.NA4
  • quant-ph4
  • stat.ML4
  • cs.IT2

identity via Semantic Scholar / OpenAlex

activity
20122025
most citedQuantum Topological Data Analysis with Linear Depth and Exponential Speedup

15 citations · 57 across the 29 of their papers we have counts for

collaborators
Showing 2022Show all

2 papers · 1 filter

quant-ph2022★ 12 cited

Topological data analysis on noisy quantum computers

Ismail Yunus Akhalwaya, Shashanka Ubaru, Kenneth L. Clarkson +6

Topological data analysis (TDA) is a powerful technique for extracting complex and valuable shape-related summaries of high-dimensional data. However, the computational demands of…

cs.LG2022★ 2 cited

A Class of Geometric Structures in Transfer Learning: Minimax Bounds and Optimality

Xuhui Zhang, Jose Blanchet, Soumyadip Ghosh +1

We study the problem of transfer learning, observing that previous efforts to understand its information-theoretic limits do not fully exploit the geometric structure of the source…

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