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researcher

Madhu S. Advani

10 papers hereh-index 121.9k citations20 works total

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

author position
  • first author5
  • middle author5

Across the 10 of 10 papers where every author was matched, so the position is known.

fields
  • stat.ML6
  • cs.LG2
  • q-bio.NC1
  • q-bio.PE1

identity via Semantic Scholar / OpenAlex

activity
20132019
most citedStatistical mechanics of complex neural systems and high dimensional data

75 citations · 253 across the 9 of their papers we have counts for

collaborators
Showing 2016Show all

2 papers · 1 filter

stat.ML2016★ 5 cited

An equivalence between high dimensional Bayes optimal inference and M-estimation

Madhu Advani, Surya Ganguli

When recovering an unknown signal from noisy measurements, the computational difficulty of performing optimal Bayesian MMSE (minimum mean squared error) inference often necessitate…

stat.ML2016★ 23 cited

Statistical Mechanics of High-Dimensional Inference

Madhu Advani, Surya Ganguli

To model modern large-scale datasets, we need efficient algorithms to infer a set of P unknown model parameters from N noisy measurements. What are fundamental limits on the ac…

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