Professor Po-Ling Loh | Department of Pure Mathematics and Mathematical Statistics

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Publications

Robust empirical risk minimization via Newton’s method

E Ioannou, MS Pydi, P-L Loh

– Econometrics and Statistics

(2026)

38,

142

(doi: 10.1016/j.ecosta.2023.07.003)

A Theoretical Review of Modern Robust Statistics

P-L Loh

– Annual Review of Statistics and Its Application

(2025)

12,

477

(doi: 10.1146/annurev-statistics-112723-034446)

BAE-ViT: An Efficient Multimodal Vision Transformer for Bone Age Estimation.

J Zhang, W Chen, T Joshi, X Zhang, P-L Loh, V Jog, RJ Bruce, JW Garrett, AB McMillan

– Tomography (Ann Arbor, Mich.)

(2024)

10,

2058

(doi: 10.3390/tomography10120146)

Robust Regression with Covariate Filtering: Heavy Tails and Adversarial Contamination

A Pensia, V Jog, P-L Loh

– Journal of the American Statistical Association

(2024)

120,

1002

(doi: 10.1080/01621459.2024.2392906)

Simple Binary Hypothesis Testing Under Local Differential Privacy and Communication Constraints

A Pensia, AR Asadi, V Jog, P-L Loh

– IEEE Transactions on Information Theory

(2024)

71,

592

(doi: 10.1109/TIT.2024.3461361)

RobMedNAS: searching robust neural network architectures for medical image synthesis

J Zhang, W Chen, T Joshi, M Uyanik, X Zhang, P-L Loh, V Jog, R Bruce, J Garrett, A McMillan

– Biomedical Physics & Engineering Express

(2024)

10,

055029

(doi: 10.1088/2057-1976/ad6e87)

Entropic regularization of neural networks: Self-similar approximations

AR Asadi, P-L Loh

– Journal of Statistical Planning and Inference

(2024)

233,

106181

(doi: 10.1016/j.jspi.2024.106181)

Differentially private inference via noisy optimization

M Avella-Medina, C Bradshaw, P-L Loh

– The Annals of Statistics

(2023)

51,

2067

(doi: 10.1214/23-AOS2321)

Automatic recognition system for document digitization in nuclear power plants

E Ou, M Kim, P-L Loh, T Allen, R Agasie, K Liu

– Nuclear Engineering and Design

(2022)

398,

111975

(doi: 10.1016/j.nucengdes.2022.111975)

Robust W-GAN-based estimation under Wasserstein contamination

Z Liu, P-L Loh

– Information and Inference: A Journal of the IMA

(2022)

12,

312

(doi: 10.1093/imaiai/iaac020)