Robert D Nowak
University of Wisconsin-Madison
H-index: 90
North America-United States
Top articles of Robert D Nowak
Speed: Experimental design for policy evaluation in linear heteroscedastic bandits
2024/4/18
Labelbench: A comprehensive framework for benchmarking adaptive label-efficient learning
2023/12/22
Multi-task Representation Learning for Pure Exploration in Bilinear Bandits
2023/7/3
Algorithm selection for deep active learning with imbalanced datasets
Advances in Neural Information Processing Systems
2024/2/13
Future Prediction Can be a Strong Evidence of Good History Representation in Partially Observable Environments
arXiv preprint arXiv:2402.07102
2024/2/11
Learning from the Best: Active Learning for Wireless Communications
arXiv preprint arXiv:2402.04896
2024/1/23
An experimental design framework for label-efficient supervised finetuning of large language models
arXiv preprint arXiv:2401.06692
2024/1/12
Direct: Deep active learning under imbalance and label noise
arXiv preprint arXiv:2312.09196
2023/12/14
Looped Transformers are Better at Learning Learning Algorithms
arXiv preprint arXiv:2311.12424
2023/11/21
Deep learning meets sparse regularization: A signal processing perspective
IEEE Signal Processing Magazine
2023/9
Rahul Parhi
H-Index: 4
Robert D Nowak
H-Index: 51
On penalty methods for nonconvex bilevel optimization and first-order stochastic approximation
arXiv preprint arXiv:2309.01753
2023/9/4
Weighted variation spaces and approximation by shallow ReLU networks
arXiv preprint arXiv:2307.15772
2023/7/28
Robert D Nowak
H-Index: 51
Rahul Parhi
H-Index: 4
A Continuous Transform for Localized Ridgelets
2023 International Conference on Sampling Theory and Applications (SampTA)
2023/7/10
Rahul Parhi
H-Index: 4
Robert D Nowak
H-Index: 51
Feed two birds with one scone: Exploiting wild data for both out-of-distribution generalization and detection
2023/7/3
A fully first-order method for stochastic bilevel optimization
2023/7/3
Stephen Wright
H-Index: 40
Robert D Nowak
H-Index: 51
Vector-valued variation spaces and width bounds for DNNs: Insights on weight decay regularization
arXiv preprint arXiv:2305.16534
2023/5/25
Filtered Iterative Denoising for Linear Inverse Problems
arXiv preprint arXiv:2302.07972
2023/2/15
Robert D Nowak
H-Index: 51
Efficiently learning relative similarity embeddings with crowdsourcing
Journal of open source software
2023/1
Efficient active learning with abstention
Advances in Neural Information Processing Systems
2022/12/6
A better way to decay: Proximal gradient training algorithms for neural nets
2022/11/23
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