Robert D Nowak

Robert D Nowak

University of Wisconsin-Madison

H-index: 90

North America-United States

About Robert D Nowak

Robert D Nowak, With an exceptional h-index of 90 and a recent h-index of 48 (since 2020), a distinguished researcher at University of Wisconsin-Madison, specializes in the field of signal processing, machine learning, statistics.

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

Learning from the Best: Active Learning for Wireless Communications

Speed: Experimental design for policy evaluation in linear heteroscedastic bandits

An experimental design framework for label-efficient supervised finetuning of large language models

Labelbench: A comprehensive framework for benchmarking adaptive label-efficient learning

Multi-task Representation Learning for Pure Exploration in Bilinear Bandits

Algorithm selection for deep active learning with imbalanced datasets

Future Prediction Can be a Strong Evidence of Good History Representation in Partially Observable Environments

On penalty methods for nonconvex bilevel optimization and first-order stochastic approximation

Robert D Nowak Information

University

Position

Nosbusch Professor in Engineering and Wisconsin Institute for Discovery

Citations(all)

39884

Citations(since 2020)

10103

Cited By

34599

hIndex(all)

90

hIndex(since 2020)

48

i10Index(all)

270

i10Index(since 2020)

166

Email

University Profile Page

University of Wisconsin-Madison

Google Scholar

View Google Scholar Profile

Robert D Nowak Skills & Research Interests

signal processing

machine learning

statistics

Top articles of Robert D Nowak

Title

Journal

Author(s)

Publication Date

Learning from the Best: Active Learning for Wireless Communications

arXiv preprint arXiv:2402.04896

Nasim Soltani

Jifan Zhang

Batool Salehi

Debashri Roy

Robert Nowak

...

2024/1/23

Speed: Experimental design for policy evaluation in linear heteroscedastic bandits

Subhojyoti Mukherjee

Qiaomin Xie

Josiah P Hanna

Robert Nowak

2024/4/18

An experimental design framework for label-efficient supervised finetuning of large language models

arXiv preprint arXiv:2401.06692

Gantavya Bhatt*

Yifang Chen*

Arnav M Das*

Jifan Zhang*

Sang T Truong

...

2024/1/12

Labelbench: A comprehensive framework for benchmarking adaptive label-efficient learning

Jifan Zhang

Yifang Chen

Gregory Canal

Arnav Mohanty Das

Gantavya Bhatt

...

2023/12/22

Multi-task Representation Learning for Pure Exploration in Bilinear Bandits

Yihan Du

Longbo Huang

Wen Sun

2023/7/3

Algorithm selection for deep active learning with imbalanced datasets

Advances in Neural Information Processing Systems

Jifan Zhang

Shuai Shao

Saurabh Verma

Robert Nowak

2024/2/13

Future Prediction Can be a Strong Evidence of Good History Representation in Partially Observable Environments

arXiv preprint arXiv:2402.07102

Jeongyeol Kwon

Liu Yang

Robert Nowak

Josiah Hanna

2024/2/11

On penalty methods for nonconvex bilevel optimization and first-order stochastic approximation

arXiv preprint arXiv:2309.01753

Jeongyeol Kwon

Dohyun Kwon

Steve Wright

Robert Nowak

2023/9/4

Vector-valued variation spaces and width bounds for DNNs: Insights on weight decay regularization

arXiv preprint arXiv:2305.16534

Joseph Shenouda

Rahul Parhi

Kangwook Lee

Robert D Nowak

2023/5/25

Filtered Iterative Denoising for Linear Inverse Problems

arXiv preprint arXiv:2302.07972

Danica Fliss

Willem Marais

Robert D Nowak

2023/2/15

Weighted variation spaces and approximation by shallow ReLU networks

arXiv preprint arXiv:2307.15772

Ronald DeVore

Robert D Nowak

Rahul Parhi

Jonathan W Siegel

2023/7/28

Efficiently learning relative similarity embeddings with crowdsourcing

Journal of open source software

Scott Sievert

Robert Nowak

Timothy T Rogers

2023/1

A Continuous Transform for Localized Ridgelets

2023 International Conference on Sampling Theory and Applications (SampTA)

Joseph Shenouda

Rahul Parhi

Robert D Nowak

2023/7/10

Direct: Deep active learning under imbalance and label noise

arXiv preprint arXiv:2312.09196

Shyam Nuggehalli

Jifan Zhang

Lalit Jain

Robert Nowak

2023/12/14

Feed two birds with one scone: Exploiting wild data for both out-of-distribution generalization and detection

Haoyue Bai

Gregory Canal

Xuefeng Du

Jeongyeol Kwon

Robert D Nowak

...

2023/7/3

Looped Transformers are Better at Learning Learning Algorithms

arXiv preprint arXiv:2311.12424

Liu Yang

Kangwook Lee

Robert Nowak

Dimitris Papailiopoulos

2023/11/21

A fully first-order method for stochastic bilevel optimization

Jeongyeol Kwon

Dohyun Kwon

Stephen Wright

Robert D Nowak

2023/7/3

Deep learning meets sparse regularization: A signal processing perspective

IEEE Signal Processing Magazine

Rahul Parhi

Robert D Nowak

2023/9

On continuous-domain inverse problems with sparse superpositions of decaying sinusoids as solutions

Rahul Parhi

Robert D Nowak

2022/5/23

Efficient active learning with abstention

Advances in Neural Information Processing Systems

Yinglun Zhu

Robert Nowak

2022/12/6

See List of Professors in Robert D Nowak University(University of Wisconsin-Madison)

Co-Authors

H-index: 74
Xiaojin Zhu

Xiaojin Zhu

University of Wisconsin-Madison

H-index: 70
Stephen Wright

Stephen Wright

University of Wisconsin-Madison

H-index: 57
Barry Van Veen

Barry Van Veen

University of Wisconsin-Madison

H-index: 55
Paul Barford

Paul Barford

University of Wisconsin-Madison

H-index: 51
Mark Coates

Mark Coates

McGill University

H-index: 46
Rebecca Willett

Rebecca Willett

University of Chicago

academic-engine