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Gregory Dexter
Gregory Dexter
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Generalization of machine learning approaches to identify notifiable conditions from a statewide health information exchange
GP Dexter, SJ Grannis, BE Dixon, SN Kasthurirathne
AMIA Summits on Translational Science Proceedings 2020, 152, 2020
402020
Randomized linear algebra approaches to estimate the von neumann entropy of density matrices
EM Kontopoulou, GP Dexter, W Szpankowski, A Grama, P Drineas
IEEE transactions on information theory 66 (8), 5003-5021, 2020
212020
Sublinear Time Eigenvalue Approximation via Random Sampling
R Bhattacharjee, G Dexter, P Drineas, C Musco, A Ray
arXiv preprint arXiv:2109.07647, 2021
172021
Generative adversarial networks for creating synthetic free-text medical data: a proposal for collaborative research and re-use of machine learning models
SN Kasthurirathne, G Dexter, SJ Grannis
AMIA Summits on Translational Science Proceedings 2021, 335, 2021
142021
msam: Micro-batch-averaged sharpness-aware minimization
K Behdin, Q Song, A Gupta, S Keerthi, A Acharya, B Ocejo, G Dexter, ...
arXiv preprint arXiv:2302.09693, 2023
112023
Inverse reinforcement learning in a continuous state space with formal guarantees
G Dexter, K Bello, J Honorio
Advances in Neural Information Processing Systems 34, 6972-6982, 2021
112021
On the convergence of inexact predictor-corrector methods for linear programming
G Dexter, A Chowdhury, H Avron, P Drineas
International Conference on Machine Learning, 5007-5038, 2022
82022
Universal matrix sparsifiers and fast deterministic algorithms for linear algebra
R Bhattacharjee, G Dexter, C Musco, A Ray, S Sachdeva, DP Woodruff
arXiv preprint arXiv:2305.05826, 2023
62023
Faster randomized interior point methods for tall/wide linear programs
A Chowdhury, G Dexter, P London, H Avron, P Drineas
Journal of Machine Learning Research 23 (336), 1-48, 2022
62022
Stochastic rounding implicitly regularizes tall-and-thin matrices
G Dexter, C Boutsikas, L Ma, ICF Ipsen, P Drineas
SIAM Journal on Matrix Analysis and Applications 46 (1), 341-369, 2025
52025
Feature space sketching for logistic regression
G Dexter, R Khanna, J Raheel, P Drineas
arXiv preprint arXiv:2303.14284, 2023
42023
50th International Colloquium on Automata, Languages, and Programming (ICALP 2023)
AR Karlin, R Kyng, P Baumann, M Ganardi, R Majumdar, RS Thinniyam, ...
Schloss Dagstuhl-Leibniz-Zentrum für Informatik GmbH, 2023
32023
An adversorial approach to enable re-use of machine learning models and collaborative research efforts using synthetic unstructured free-text medical data
SN Kasthurirathne, G Dexter, SJ Grannis
MEDINFO 2019: Health and Wellbeing e-Networks for All, 1510-1511, 2019
32019
Matrix sketching framework for linear mixed models in association studies
M Burch, A Bose, G Dexter, L Parida, P Drineas
Genome Research 34 (9), 1304-1311, 2024
12024
A precise characterization of sgd stability using loss surface geometry
G Dexter, B Ocejo, S Keerthi, A Gupta, A Acharya, R Khanna
arXiv preprint arXiv:2401.12332, 2024
12024
Sketching algorithms for sparse dictionary learning: PTAS and turnstile streaming
G Dexter, P Drineas, D Woodruff, T Yasuda
Advances in Neural Information Processing Systems 36, 48431-48443, 2023
12023
Generalization of Machine Learning Approaches to Identify Notifiable Diseases Reported from a Statewide Health Information Exchange
G Dexter, S Kasthurirathne, BE Dixon, S Grannis
MEDINFO Conference proceedings, 2019
12019
Efficient AI in Practice: Training and Deployment of Efficient LLMs for Industry Applications
K Behdin, Y Dai, A Fatahibaarzi, A Gupta, Q Song, S Tang, H Sang, ...
arXiv preprint arXiv:2502.14305, 2025
2025
LLM Query Scheduling with Prefix Reuse and Latency Constraints
G Dexter, S Tang, AF Baarzi, Q Song, T Dharamsi, A Gupta
arXiv preprint arXiv:2502.04677, 2025
2025
The Space Complexity of Approximating Logistic Loss
G Dexter, P Drineas, R Khanna
Advances in Neural Information Processing Systems 37, 90989-91011, 2024
2024
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