Sewoong Oh

Sewoong Oh

University of Washington

H-index: 44

North America-United States

Contact Sewoong Oh

About Sewoong Oh

Sewoong Oh, With an exceptional h-index of 44 and a recent h-index of 39 (since 2020), a distinguished researcher at University of Washington, specializes in the field of Machine Learning, Privacy.

His recent articles reflect a diverse array of research interests and contributions to the field:

Insufficient Statistics Perturbation: Stable Estimators for Private Least Squares

On the Convergence of Differentially-Private Fine-tuning: To Linearly Probe or to Fully Fine-tune?

Privacy-Preserving Instructions for Aligning Large Language Models

DeepPolar: Inventing Nonlinear Large-Kernel Polar Codes via Deep Learning

A learned score function improves the power of mass spectrometry database search

Advancing differential privacy: Where we are now and future directions for real-world deployment

Can Public Large Language Models Help Private Cross-device Federated Learning?

DataComp: In search of the next generation of multimodal datasets

Sewoong Oh Information

University	University of Washington
Position	Paul G. Allen School of Computer Science and Engineering
Citations(all)	11197
Citations(since 2020)	7297
Cited By	6867
hIndex(all)	44
hIndex(since 2020)	39
i10Index(all)	95
i10Index(since 2020)	78
Email	Access Email
University Profile Page	University of Washington
Google Scholar	View Google Scholar Profile

Sewoong Oh Skills & Research Interests

Machine Learning

Privacy

Top articles of Sewoong Oh

Insufficient Statistics Perturbation: Stable Estimators for Private Least Squares

arXiv preprint arXiv:2404.15409

2024/4/23

Gavin Brown

H-Index: 12

Weihao Kong

H-Index: 10

Xiyang Liu

H-Index: 2

Sewoong Oh

H-Index: 32

Adam Smith

H-Index: 24

On the Convergence of Differentially-Private Fine-tuning: To Linearly Probe or to Fully Fine-tune?

arXiv preprint arXiv:2402.18905

2024/2/29

Giulia Fanti

H-Index: 21

Sewoong Oh

H-Index: 32

Privacy-Preserving Instructions for Aligning Large Language Models

arXiv preprint arXiv:2402.13659

2024/2/21

Da Yu

H-Index: 2

Sewoong Oh

H-Index: 32

Zheng Xu

H-Index: 6

DeepPolar: Inventing Nonlinear Large-Kernel Polar Codes via Deep Learning

arXiv preprint arXiv:2402.08864

2024/2/14

Sewoong Oh

H-Index: 32

Pramod Viswanath

H-Index: 33

A learned score function improves the power of mass spectrometry database search

bioRxiv

2024/1/30

Justin Sanders

H-Index: 11

Sewoong Oh

H-Index: 32

William Stafford Noble

H-Index: 64

Advancing differential privacy: Where we are now and future directions for real-world deployment

2024/1/16

Rachel Cummings

H-Index: 15

David Evans

H-Index: 1

Roxana Geambasu

H-Index: 17

Yangsibo Huang

H-Index: 4

Matthew Jagielski

H-Index: 10

Sewoong Oh

H-Index: 32

Nicolas Papernot

H-Index: 32

Ryan Rogers

H-Index: 0

Shuang Song

H-Index: 2

Yu-Xiang Wang

H-Index: 25

Li Xiong

H-Index: 36

Da Yu

H-Index: 2

Huanyu Zhang

H-Index: 7

Wanrong Zhang

H-Index: 2

Can Public Large Language Models Help Private Cross-device Federated Learning?

arXiv preprint arXiv:2305.12132

2023/5/20

Boxin Wang

H-Index: 3

Yuan Cao

H-Index: 3

Bo Li

H-Index: 27

Sewoong Oh

H-Index: 32

Zheng Xu

H-Index: 6

DataComp: In search of the next generation of multimodal datasets

Advances in Neural Information Processing Systems

2024/2/13

Samir Yitzhak Gadre

H-Index: 2

Thao Nguyen

H-Index: 1

Mitchell Wortsman

H-Index: 5

Jieyu Zhang

H-Index: 4

Rahim Entezari

H-Index: 2

Vivek Ramanujan

H-Index: 4

Stephen Mussmann

H-Index: 7

Ranjay Krishna

H-Index: 19

Olga Saukh

H-Index: 13

Shuran Song

H-Index: 24

Hannaneh Hajishirzi

H-Index: 32

Ali Farhadi

H-Index: 5

Sewoong Oh

H-Index: 32

Yair Carmon

H-Index: 12

Ludwig Schmidt

H-Index: 24

Why Is Public Pretraining Necessary for Private Model Training?

2023/7/3

Arun Ganesh

H-Index: 2

Mahdi Haghifam

H-Index: 6

Milad Nasr

H-Index: 8

Sewoong Oh

H-Index: 32

Om Thakkar

H-Index: 1

Lun Wang

H-Index: 7

One-shot empirical privacy estimation for federated learning

arXiv preprint arXiv:2302.03098

2023/2/6

Sewoong Oh

H-Index: 32

Alina Oprea

H-Index: 27

Sequence-to-sequence translation from mass spectra to peptides with a transformer model

BioRxiv

2023/1/3

Wout Bittremieux

H-Index: 13

Sewoong Oh

H-Index: 32

William Stafford Noble

H-Index: 64

Learning to generate image embeddings with user-level differential privacy

2023

Zheng Xu

H-Index: 6

Sewoong Oh

H-Index: 32

Ting Liu

H-Index: 3

Label Robust and Differentially Private Linear Regression: Computational and Statistical Efficiency

Advances in Neural Information Processing Systems

2024/2/13

Xiyang Liu

H-Index: 2

Prateek Jain

H-Index: 4

Weihao Kong

H-Index: 10

Sewoong Oh

H-Index: 32

Private (Stochastic) Non-Convex Optimization Revisited: Second-Order Stationary Points and Excess Risks

Advances in Neural Information Processing Systems

2024/2/13

Arun Ganesh

H-Index: 2

Sewoong Oh

H-Index: 32

Label Poisoning is All You Need

NeurIPS 2023

2023/10/29

Sewoong Oh

H-Index: 32

Evaluating proteomics imputation methods with improved criteria

Journal of Proteome Research

2023/10/20

Sewoong Oh

H-Index: 32

DPzero: Dimension-independent and differentially private zeroth-order optimization

arXiv preprint arXiv:2310.09639

2023/10/14

Liang Zhang

H-Index: 3

Kiran Koshy Thekumparampil

H-Index: 7

Sewoong Oh

H-Index: 32

Profit: Benchmarking Personalization and Robustness Trade-off in Federated Prompt Tuning

arXiv preprint arXiv:2310.04627

2023/10/6

Liam Collins

H-Index: 0

Shanshan Wu

H-Index: 6

Sewoong Oh

H-Index: 32

Machine Learning-Aided Efficient Decoding of Reed-Muller Subcodes

IEEE Journal on Selected Areas in Information Theory

2023/7/25

Mohammad Vahid Jamali

H-Index: 11

Xiyang Liu

H-Index: 2

Ashok Vardhan Makkuva

H-Index: 6

Hessam Mahdavifar

H-Index: 14

Sewoong Oh

H-Index: 32

Pramod Viswanath

H-Index: 33

On the Connection between Pre-training Data Diversity and Fine-tuning Robustness

Advances in Neural Information Processing Systems

2024/2/13

Vivek Ramanujan

H-Index: 4

Thao Nguyen

H-Index: 1

Sewoong Oh

H-Index: 32

Ali Farhadi

H-Index: 5

Ludwig Schmidt

H-Index: 24

See List of Professors in Sewoong Oh University(University of Washington)

Co-Authors

H-index: 99

David Karger — David Karger
Massachusetts Institute of Technology

Visit David Karger Page

H-index: 81

Andrea Montanari — Andrea Montanari
Stanford University

Visit Andrea Montanari Page

H-index: 64

Devavrat Shah — Devavrat Shah
Massachusetts Institute of Technology

Visit Devavrat Shah Page

H-index: 58

Pramod Viswanath — Pramod Viswanath
University of Illinois at Urbana-Champaign

Visit Pramod Viswanath Page

H-index: 31

Sreeram Kannan — Sreeram Kannan
University of Washington

Visit Sreeram Kannan Page

H-index: 29

Giulia Fanti — Giulia Fanti
Carnegie Mellon University

Visit Giulia Fanti Page

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