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Robert D. Nowak

Active 1993–2026

321
Papers
28,395
Citations
76
h-index
207
i10-index

Citations

Citations per year for Robert D. Nowak1905: 1 citations1990: 1 citations1994: 2 citations1995: 3 citations1996: 6 citations1997: 16 citations1998: 24 citations1999: 54 citations2000: 72 citations2001: 90 citations2002: 125 citations2003: 133 citations2004: 203 citations2005: 219 citations2006: 376 citations2007: 477 citations2008: 562 citations2009: 756 citations2010: 839 citations2011: 803 citations2012: 861 citations2013: 979 citations2014: 999 citations2015: 1,050 citations2016: 1,025 citations2017: 908 citations2018: 905 citations2019: 906 citations2020: 810 citations2021: 763 citations2022: 550 citations2023: 438 citations2024: 442 citations2025: 395 citations2026: 133 citations2027: 2 citations1906–1989: no citations, so these years are not shown1991–1993: no citations, so these years are not shown

Citation sources

Countries

World map of the countries and regions citing this authorUnited States: 4,890 citing papers, 31.1% of this breakdownChina: 3,134 citing papers, 20% of this breakdownFrance: 690 citing papers, 4.4% of this breakdownUnited Kingdom: 594 citing papers, 3.8% of this breakdownCanada: 532 citing papers, 3.4% of this breakdownIndia: 459 citing papers, 2.9% of this breakdownGermany: 432 citing papers, 2.7% of this breakdownAustralia: 370 citing papers, 2.4% of this breakdownHong Kong: 331 citing papers, 2.1% of this breakdownItaly: 330 citing papers, 2.1% of this breakdownSwitzerland: 261 citing papers, 1.7% of this breakdownJapan: 256 citing papers, 1.6% of this breakdown
0%31.1%Other 21.8%

Institutions

Fields

  • Computer Science44.1%
  • Engineering40.8%
  • Medicine3.3%
  • Decision Sciences2.5%
  • Mathematics2.4%
  • Biochemistry, Genetics and Molecular Biology1.8%
  • Other5.1%

Topics

  • Sparse and Compressive Sensing Techniques12.1%
  • Image and Signal Denoising Methods5.9%
  • Blind Source Separation Techniques3.4%
  • Distributed Sensor Networks and Detection Algorithms2.7%
  • Indoor and Outdoor Localization Technologies2.3%
  • Energy Efficient Wireless Sensor Networks2.2%
  • Other71.4%

Coauthors

All papers

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  1. Gradient Projection for Sparse Reconstruction: Application to Compressed Sensing and Other Inverse Problems

    Authors: Mário A. T. Figueiredo, Robert D. Nowak, Stephen J. Wright - IEEE Journal of Selected Topics in Signal Processing, J. Sel. Topics Signal Processing 2007 cited by 3,542

  2. Compressed Channel Sensing: A New Approach to Estimating Sparse Multipath Channels

    Authors: Waheed Uz Zaman Bajwa, Jarvis D. Haupt, Akbar M. Sayeed, Robert D. Nowak - IEEE, Proc. IEEE 2010 cited by 1,171

  3. Looped Transformers are Better at Learning Learning Algorithms

    Authors: Liu Yang, Kangwook Lee, Robert D. Nowak, Dimitris Papailiopoulos - ICLR 2024 cited by 112

  4. Unifying Generative and Dense Retrieval for Sequential Recommendation

    Authors: Liu Yang, Fabian Paischer, Kaveh Hassani, Jiacheng Li, Shuai Shao, Zhang Gabriel Li, Yun He, Xue Feng, Nima Noorshams, Sem Park, Bo Long, Robert D. Nowak, Xiaoli Gao, Hamid Eghbalzadeh - Trans. Mach. Learn. Res. 2025 cited by 39

  5. Distributed optimization in sensor networks

    Authors: Michael G. Rabbat, Robert D. Nowak - symposium on Information processing in sensor networks, IPSN 2004 cited by 917

  6. An EM algorithm for wavelet-based image restoration

    Authors: Mário A. T. Figueiredo, Robert D. Nowak - IEEE Transactions on Image Processing, IEEE Trans. Image Process. 2003 cited by 1,230

  7. Computational segmentation of collagen fibers from second-harmonic generation images of breast cancer

    Authors: Jeremy S. Bredfeldt, Yuming Liu, Carolyn Pehlke, Matthew W. Conklin, Joseph M. Szulczewski, David Inman, Patricia J. Keely, Robert D. Nowak, T Mackie, Kevin W. Eliceiri - Journal of Biomedical Optics 2014 cited by 424

  8. Best-arm identification algorithms for multi-armed bandits in the fixed confidence setting

    Authors: Kevin Jamieson, Robert D. Nowak - 48th Annual Conference on Information Sciences and Systems (CISS) 2014 cited by 110

  9. On Penalty Methods for Nonconvex Bilevel Optimization and First-Order Stochastic Approximation

    Authors: Jeongyeol Kwon, Dohyun Kwon, Stephen Wright, Robert D. Nowak - ICLR 2024 cited by 70

  10. Task Vectors in In-Context Learning: Emergence, Formation, and Benefit

    Authors: Liu Yang, Ziqian Lin, Kangwook Lee, Dimitris Papailiopoulos, Robert D. Nowak - ArXiv.org, CoRR 2025 cited by 20

  11. Quantized incremental algorithms for distributed optimization

    Authors: Michael G. Rabbat, Robert D. Nowak - IEEE Journal on Selected Areas in Communications, IEEE J. Sel. Areas Commun. 2005 cited by 416

  12. An Experimental Design Framework for Label-Efficient Supervised Finetuning of Large Language Models

    Authors: Gantavya Bhatt, Yifang Chen, Arnav Mohanty Das, Jifan Zhang, Sang T. Truong, Stephen Mussmann, Yinglun Zhu, Jeff A. Bilmes, Simon S. Du, Kevin Jamieson, Jordan T. Ash, Robert D. Nowak - Findings of the Association for Computational Linguistics ACL 2024, ACL (Findings) 2024 cited by 19

  13. Wavelet-based Rician noise removal for magnetic resonance imaging

    Authors: Robert D. Nowak - IEEE Transactions on Image Processing, IEEE Trans. Image Process. 1999 cited by 634

  14. What Kinds of Functions Do Deep Neural Networks Learn? Insights from Variational Spline Theory

    Authors: Rahul Parhi, Robert D. Nowak - SIAM Journal on Mathematics of Data Science, SIAM J. Math. Data Sci. 2022 cited by 37

  15. Near-Minimax Optimal Estimation With Shallow ReLU Neural Networks

    Authors: Rahul Parhi, Robert D. Nowak - IEEE Transactions on Information Theory, IEEE Trans. Inf. Theory 2022 cited by 28

  16. Improved Algorithm for Deep Active Learning under Imbalance via Optimal Separation

    Authors: Shyam Nuggehalli, Jifan Zhang, Lalit K. Jain, Robert D. Nowak - ICML 2025 cited by 14

  17. Toeplitz Compressed Sensing Matrices With Applications to Sparse Channel Estimation

    Authors: Jarvis D. Haupt, Waheed Uz Zaman Bajwa, Gil M. Raz, Robert D. Nowak - IEEE Transactions on Information Theory, IEEE Trans. Inf. Theory 2010 cited by 430

  18. Majorization-Minimization Algorithms for Wavelet-Based Image Restoration

    Authors: Mário A. T. Figueiredo, José M. Bioucas-Dias, Robert D. Nowak - IEEE Transactions on Image Processing, IEEE Trans. Image Process. 2007 cited by 553

  19. Causal Network Inference Via Group Sparse Regularization

    Authors: Andrew K. Bolstad, Barry D. Van Veen, Robert D. Nowak - IEEE Transactions on Signal Processing, IEEE Trans. Signal Process. 2011 cited by 152

  20. Compressed Sensing for Networked Data

    Authors: Jarvis D. Haupt, Waheed U. Bajwa, Michael G. Rabbat, Robert D. Nowak - IEEE Signal Processing Magazine, IEEE Signal Process. Mag. 2008 cited by 547

  21. Wavelet-based statistical signal processing using hidden Markov models

    Authors: Matthew S. Crouse, Robert D. Nowak, Richard G. Baraniuk - IEEE Transactions on Signal Processing, IEEE Trans. Signal Process. 1998 cited by 1,652

  22. Similarity Search for Efficient Active Learning and Search of Rare Concepts

    Authors: Cody Coleman, Edward Chou, Julian Katz-Samuels, Sean Chang Culatana, Peter Bailis, Alexander C. Berg, Robert D. Nowak, Roshan Sumbaly, Matei Zaharia, İsmet Zeki Yalnız - AAAI Conference on Artificial Intelligence, Proceedings of the AAAI Conference on Artificial Intelligence 2022 cited by 22

  23. Bridging the Creativity Understanding Gap: Small-Scale Human Alignment Enables Expert-Level Humor Ranking in LLMs

    Authors: Kuan Lok Zhou, Jiayi Chen, Siddharth Suresh, Reuben Narad, Timothy T. Rogers, Lalit K. Jain, Robert D. Nowak, Bob Mankoff, Jifan Zhang - Findings of the Association for Computational Linguistics: EMNLP 2025, EMNLP (Findings) 2025 cited by 9

  24. LabelBench: A Comprehensive Framework for Benchmarking Adaptive Label-Efficient Learning

    Authors: Jifan Zhang, Yifang Chen, Gregory Canal, Arnav Mohanty Das, Gantavya Bhatt, Stephen Mussmann, Yinglun Zhu, Jeff A. Bilmes, Simon Shaolei Du, Kevin Jamieson, Robert D. Nowak - J. Data-centric Mach. Learn. Res. 2024 cited by 9