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Research Group

Learning and Inference - Publications

Explore the scholarly works of the "Learning and Inference" group. Browse journal articles, contributions in books and conference proceedings, academic theses, or discover our latest research through preprints.

Preprint
2024 Repository Open Access
Zachary P. Adams and Sayan Mukherjee

Meta-posterior consistency for the Bayesian inference of metastable system

BibTex

 ArXiv: 2408.01868
inJournal
2024 Journal Open Access
Zachary P. Adams

Quasi-ergodicity of transient patterns in stochastic reaction-diffusion equations

In: Electronic journal of probability, 29 (2024), p. 75

BibTex

 DOI: 10.1214/24-EJP1130 ArXiv: 2203.16113
inJournal
2024 Journal Open Access
Meysam Alishahi, Anna Little and Jeff M. Phillips

Linear distance metric learning with noisy labels

In: Journal of machine learning research, 25 (2024), p. 121

BibTex

 Link: jmlr.org
inJournal
2024 Journal Open Access
Shreya Arya, Justin Curry and Sayan Mukherjee

A sheaf-theoretic construction of shape space

In: Foundations of computational mathematics, (2024)

BibTex

 DOI: 10.1007/s10208-024-09650-1 ArXiv: 2204.09020
Preprint
2024 Repository Open Access
Marzieh Eidi and Sayan Mukherjee

Higher order bipartiteness vs bi-partitioning in simplicial complexes

BibTex

 ArXiv: 2409.00682
inJournal
2023 Repository Open Access
Zachary P. Adams

The asymptotic frequency of stochastic oscillators

In: SIAM journal on applied dynamical systems, 22 (2023) 1, pp. 311-338

BibTex

 DOI: 10.1137/21M1439584 ArXiv: 2108.03728
inBook
2023 Journal Open Access
Andrea Agazzi, Jianfeng Lu and Sayan Mukherjee

Global optimality of Elman-type RNNs in the mean-field regime

In: Proceedings of the 40th international conference on machine learning : , 23-29 July 2023, Honolulu, Hawaii, USA
[s. l.] : PMLR, 2023. - pp. 196-227
(Proceedings of machine learning research ; 202)

BibTex

 ArXiv: 2303.06726 Link: proceedings.mlr.press
inBook
2023 Journal Open Access
Youngsoo Baek, Samuel I. Berchuck and Sayan Mukherjee

Asymptotics of Bayesian uncertainty estimation in random features regression

In: Advances in neural information processing systems 36 : NeurIPS 2023 ; annual conference on neural information processing systems 2023
[S. L.] : NeurIPS, 2023. - pp. 40140-40153

BibTex

 ArXiv: 2306.03783 Link: proceedings.neurips.cc
inJournal
2023 Repository Open Access
Youngsoo Baek, Wilkins Aquino and Sayan Mukherjee

Generalized Bayes approach to inverse problems with model misspecification

In: Inverse problems, 39 (2023) 10, p. 105011

BibTex

 DOI: 10.1088/1361-6420/acf51c ArXiv: 2210.06921
inBook
2023 Journal Open Access
Pierre Brechet, Katerina Papagiannouli, Jing An and Guido Montúfar

Critical points and convergence analysis of generative deep linear networks trained with Bures-Wasserstein loss

In: Proceedings of the 40th international conference on machine learning : , 23-29 July 2023, Honolulu, Hawaii, USA
[s. l.] : PMLR, 2023. - pp. 3106-3147
(Proceedings of machine learning research ; 202)

BibTex

 ArXiv: 2303.03027 Link: proceedings.mlr.press
inJournal
2023 Journal Open Access
Michele Caprio and Sayan Mukherjee

Concentration inequalities and optimal number of layers for stochastic deep neural networks

In: IEEE access : practical research, open solutions, 11 (2023), pp. 38458-38470

BibTex

 DOI: 10.1109/ACCESS.2023.3268034 ArXiv: 2206.11241
inJournal
2023 Repository Open Access
Michele Caprio and Sayan Mukherjee

Ergodic theorems in dynamic imprecise probability kinematics

In: International journal of approximate reasoning, 152 (2023), pp. 325-343

BibTex

 DOI: 10.1016/j.ijar.2022.10.016 ArXiv: 2003.06502
Preprint
2023 Repository Open Access
Marzieh Eidi and Sayan Mukherjee

Irreducibility of Markov chains on simplicial complexes, the spectrum of the discrete Hodge Laplacian and homology

BibTex

 ArXiv: 2310.07912
inJournal
2023 Journal Open Access
Ian A. Hatton, Eric D. Galbraith, Cyrille Merleau Nono, Teemu P. Miettinen and Benjamin McDonald Smith

The human cell count and size distribution

In: Proceedings of the National Academy of Sciences of the United States of America, 120 (2023) 39, e2303077120

BibTex

 DOI: 10.1073/pnas.2303077120
Preprint
2023 Repository Open Access
Kelly Maggs, Celia Hacker and Bastian Rieck

Simplicial representation learning with neural \(k\)-forms

BibTex

 ArXiv: 2312.08515
inJournal
2023 Journal Open Access
Kimberly Roche, Johannes R. Bjork, Mauna R. Dasari, Laura Grieneisen, David Jansen, Trevor J. Gould, Laurence R. Gesquiere, Luis B. Barreiro, Susan C. Alberts, Ran Blekhaman, Jack A. Gilbert, Jenny Tung, Sayan Mukherjee and Elizabeth A. Archie

Universal gut microbial relationships in the gut microbiome of wild baboons

In: eLife, 12 (2023), e8315

BibTex

 DOI: 10.7554/eLife.83152
inJournal
2023
Alyssa Shi, Samuel I. Berchuck, Alessandro A. Jammal, Geetika Singh, Sydney Hunt, Kimberly Roche, Sayan Mukherjee and Felipe A. Medeiros

Identifying risk factors for blindness from glaucoma at first presentation to a tertiary clinic

In: American journal of ophthalmology, 250 (2023), pp. 130-137

BibTex

 DOI: 10.1016/j.ajo.2023.02.006
Preprint
2023 Repository Open Access
Yun Wei, Sayan Mukherjee and Xuan Long Nguyen

Minimum \(\Phi\)-distance estimators for finite mixing measures

BibTex

 ArXiv: 2304.10052
Preprint
2022 Repository Open Access
Zachary P. Adams and James MacLaurin

The isochronal phase of stochastic PDE and integral equations : metastability and other properties

BibTex

 ArXiv: 2210.10681
inJournal
2022 Journal Open Access
Kimberly Roche and Sayan Mukherjee

The accuracy of absolute differential abundance analysis from relative count data

In: PLoS computational biology, 18 (2022) 7, e1010284

BibTex

 DOI: 10.1371/journal.pcbi.1010284 Link: www.biorxiv.org
inJournal
2022 Journal Open Access
Mikael Vejdemo-Johansson and Sayan Mukherjee

Multiple hypothesis testing with persistent homology

In: Foundations of data science, 4 (2022) 4, pp. 667-705

BibTex

 DOI: 10.3934/fods.2022018 ArXiv: 1812.06491

Open Access Types

Journal Open Access
• Without article processing charges (diamond open access)
• With article processing charges (gold open access)
• In closed access journals with chargeable open access option (hybrid open access)

Repository Open Access
• Publications on a preprint server or on a free repository (green open access)