Robert D Nowak
University of Wisconsin-Madison
H-index: 90
North America-United States
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 |