Robert D. Nowak
Orcid: 0000-0001-8743-0887Affiliations:
- University of Wisconsin-Madison, Department of Electrical and Computer Engineering, WI, USA
According to our database1,
Robert D. Nowak
authored at least 315 papers
between 1993 and 2024.
Collaborative distances:
Collaborative distances:
Awards
IEEE Fellow
IEEE Fellow 2010, "For contributions to statistical signal and image processing".
Timeline
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Book In proceedings Article PhD thesis Dataset OtherLinks
Online presence:
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on orcid.org
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on ece.wisc.edu
On csauthors.net:
Bibliography
2024
IEEE Wirel. Commun., August, 2024
Variation Spaces for Multi-Output Neural Networks: Insights on Multi-Task Learning and Network Compression.
J. Mach. Learn. Res., 2024
SIEVE: General Purpose Data Filtering System Matching GPT-4o Accuracy at 1% the Cost.
CoRR, 2024
Humor in AI: Massive Scale Crowd-Sourced Preferences and Benchmarks for Cartoon Captioning.
CoRR, 2024
Pretraining Decision Transformers with Reward Prediction for In-Context Multi-task Structured Bandit Learning.
CoRR, 2024
Future Prediction Can be a Strong Evidence of Good History Representation in Partially Observable Environments.
CoRR, 2024
Proceedings of the Forty-first International Conference on Machine Learning, 2024
Proceedings of the Forty-first International Conference on Machine Learning, 2024
Proceedings of the Twelfth International Conference on Learning Representations, 2024
On Penalty Methods for Nonconvex Bilevel Optimization and First-Order Stochastic Approximation.
Proceedings of the Twelfth International Conference on Learning Representations, 2024
Proceedings of the International Conference on Artificial Intelligence and Statistics, 2024
An Experimental Design Framework for Label-Efficient Supervised Finetuning of Large Language Models.
Proceedings of the Findings of the Association for Computational Linguistics, 2024
2023
IEEE Signal Process. Mag., September, 2023
J. Open Source Softw., March, 2023
IEEE Trans. Inf. Theory, February, 2023
IEEE J. Sel. Areas Inf. Theory, 2023
On Penalty Methods for Nonconvex Bilevel Optimization and First-Order Stochastic Approximation.
CoRR, 2023
CoRR, 2023
Vector-Valued Variation Spaces and Width Bounds for DNNs: Insights on Weight Decay Regularization.
CoRR, 2023
Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023
Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023
Proceedings of the International Conference on Machine Learning, 2023
Feed Two Birds with One Scone: Exploiting Wild Data for Both Out-of-Distribution Generalization and Detection.
Proceedings of the International Conference on Machine Learning, 2023
2022
What Kinds of Functions Do Deep Neural Networks Learn? Insights from Variational Spline Theory.
SIAM J. Math. Data Sci., 2022
CoRR, 2022
Proceedings of the Uncertainty in Artificial Intelligence, 2022
Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022
Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022
Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022
Proceedings of the International Conference on Machine Learning, 2022
Proceedings of the International Conference on Machine Learning, 2022
On Continuous-Domain Inverse Problems with Sparse Superpositions of Decaying Sinusoids as Solutions.
Proceedings of the IEEE International Conference on Acoustics, 2022
Leveraging Synergies Between AI and Networking to Build Next Generation Edge Networks.
Proceedings of the 8th IEEE International Conference on Collaboration and Internet Computing, 2022
Proceedings of the 58th Annual Allerton Conference on Communication, 2022
Proceedings of the International Conference on Artificial Intelligence and Statistics, 2022
Proceedings of the International Conference on Artificial Intelligence and Statistics, 2022
Proceedings of the International Conference on Artificial Intelligence and Statistics, 2022
Proceedings of the International Conference on Artificial Intelligence and Statistics, 2022
Proceedings of the Thirty-Sixth AAAI Conference on Artificial Intelligence, 2022
2021
J. Mach. Learn. Res., 2021
Proceedings of the Thirty-Seventh Conference on Uncertainty in Artificial Intelligence, 2021
Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021
Practical, Provably-Correct Interactive Learning in the Realizable Setting: The Power of True Believers.
Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021
Proceedings of the IEEE International Symposium on Information Theory, 2021
2020
IEEE J. Sel. Areas Inf. Theory, 2020
CoRR, 2020
CoRR, 2020
Proceedings of the Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, 2020
Proceedings of the Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, 2020
Proceedings of the 37th International Conference on Machine Learning, 2020
Popular Imperceptibility Measures in Visual Adversarial Attacks are Far from Human Perception.
Proceedings of the Decision and Game Theory for Security - 11th International Conference, 2020
Proceedings of the Thirty-Fourth AAAI Conference on Artificial Intelligence, 2020
2019
Cognitive Task Analysis for Implicit Knowledge About Visual Representations With Similarity Learning Methods.
Cogn. Sci., 2019
Proceedings of the Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, 2019
Proceedings of the Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, 2019
Proceedings of the 36th International Conference on Machine Learning, 2019
Proceedings of the 57th Annual Allerton Conference on Communication, 2019
2018
CoRR, 2018
Proceedings of the 30th International Teletraffic Congress, 2018
Proceedings of the 11th International Conference on Educational Data Mining, 2018
Proceedings of the 40th Annual Meeting of the Cognitive Science Society, 2018
Proceedings of the 56th Annual Allerton Conference on Communication, 2018
Proceedings of the International Conference on Artificial Intelligence and Statistics, 2018
Proceedings of the International Conference on Artificial Intelligence and Statistics, 2018
2017
IEEE Trans. Signal Inf. Process. over Networks, 2017
Proceedings of the 16th Python in Science Conference 2017, 2017
Proceedings of the Advances in Neural Information Processing Systems 30: Annual Conference on Neural Information Processing Systems 2017, 2017
Proceedings of the Advances in Neural Information Processing Systems 30: Annual Conference on Neural Information Processing Systems 2017, 2017
Proceedings of the Advances in Neural Information Processing Systems 30: Annual Conference on Neural Information Processing Systems 2017, 2017
Proceedings of the 34th International Conference on Machine Learning, 2017
Proceedings of the 55th Annual Allerton Conference on Communication, 2017
Proceedings of the 20th International Conference on Artificial Intelligence and Statistics, 2017
Proceedings of the 20th International Conference on Artificial Intelligence and Statistics, 2017
Proceedings of the Thirty-First AAAI Conference on Artificial Intelligence, 2017
2016
Corrections to "A Characterization of Deterministic Sampling Patterns for Low-Rank Matrix Completion".
IEEE J. Sel. Top. Signal Process., 2016
A Characterization of Deterministic Sampling Patterns for Low-Rank Matrix Completion.
IEEE J. Sel. Top. Signal Process., 2016
CoRR, 2016
Proceedings of the IEEE Statistical Signal Processing Workshop, 2016
Proceedings of the Advances in Neural Information Processing Systems 29: Annual Conference on Neural Information Processing Systems 2016, 2016
Proceedings of the IEEE International Symposium on Information Theory, 2016
Proceedings of the 33nd International Conference on Machine Learning, 2016
Proceedings of the 33nd International Conference on Machine Learning, 2016
Proceedings of the 33nd International Conference on Machine Learning, 2016
Proceedings of the 2016 IEEE Global Conference on Signal and Information Processing, 2016
How to Model Implicit Knowledge? Similarity Learning Methods to Assess Perceptions of Visual Representations.
Proceedings of the 9th International Conference on Educational Data Mining, 2016
Proceedings of the 54th Annual Allerton Conference on Communication, 2016
Proceedings of the 19th International Conference on Artificial Intelligence and Statistics, 2016
Ordered Weighted L1 Regularized Regression with Strongly Correlated Covariates: Theoretical Aspects.
Proceedings of the 19th International Conference on Artificial Intelligence and Statistics, 2016
2015
IEEE Trans. Inf. Theory, 2015
Data Requirement for Phylogenetic Inference from Multiple Loci: A New Distance Method.
IEEE ACM Trans. Comput. Biol. Bioinform., 2015
NEXT: A System for Real-World Development, Evaluation, and Application of Active Learning.
Proceedings of the Advances in Neural Information Processing Systems 28: Annual Conference on Neural Information Processing Systems 2015, 2015
Proceedings of the IEEE International Symposium on Information Theory, 2015
S2: An Efficient Graph Based Active Learning Algorithm with Application to Nonparametric Classification.
Proceedings of The 28th Conference on Learning Theory, 2015
Proceedings of the 6th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, 2015
Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, 2015
2014
J. Mach. Learn. Res., 2014
Proceedings of the IEEE Workshop on Statistical Signal Processing, 2014
Proceedings of the 2014 IEEE International Symposium on Information Theory, Honolulu, HI, USA, June 29, 2014
Proceedings of The 27th Conference on Learning Theory, 2014
Best-arm identification algorithms for multi-armed bandits in the fixed confidence setting.
Proceedings of the 48th Annual Conference on Information Sciences and Systems, 2014
Proceedings of the Seventeenth International Conference on Artificial Intelligence and Statistics, 2014
2013
IEEE Trans. Inf. Theory, 2013
Introduction to the issue on anomalous pattern discovery for spatial, temporal, networked, and high-dimensional signals.
IEEE J. Sel. Top. Signal Process., 2013
Sparse Overlapping Sets Lasso for Multitask Learning and its Application to fMRI Analysis.
Proceedings of the Advances in Neural Information Processing Systems 26: 27th Annual Conference on Neural Information Processing Systems 2013. Proceedings of a meeting held December 5-8, 2013
Proceedings of the IJCAI 2013, 2013
Proceedings of the IEEE International Conference on Acoustics, 2013
Proceedings of the IEEE Global Conference on Signal and Information Processing, 2013
2012
IEEE/ACM Trans. Netw., 2012
IEEE Trans. Inf. Theory, 2012
IEEE Trans. Biomed. Eng., 2012
SIGMETRICS Perform. Evaluation Rev., 2012
Proceedings of the Fifteenth International Conference on Artificial Intelligence and Statistics, 2012
Proceedings of the Fifteenth International Conference on Artificial Intelligence and Statistics, 2012
Proceedings of the IEEE Statistical Signal Processing Workshop, 2012
Proceedings of the IEEE Statistical Signal Processing Workshop, 2012
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2012
Proceedings of the Advances in Neural Information Processing Systems 25: 26th Annual Conference on Neural Information Processing Systems 2012. Proceedings of a meeting held December 3-6, 2012
Proceedings of the 2012 IEEE International Symposium on Information Theory, 2012
Proceedings of the 19th IEEE International Conference on Image Processing, 2012
Proceedings of the 46th Annual Conference on Information Sciences and Systems, 2012
Proceedings of the 50th Annual Allerton Conference on Communication, 2012
2011
IEEE Trans. Signal Process., 2011
IEEE Trans. Inf. Theory, 2011
Introduction to the issue on Adaptive Sparse Representation of Data and Applications in Signal and Image Processing.
IEEE J. Sel. Top. Signal Process., 2011
Active Clustering: Robust and Efficient Hierarchical Clustering using Adaptively Selected Similarities.
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, 2011
Proceedings of the Advances in Neural Information Processing Systems 24: 25th Annual Conference on Neural Information Processing Systems 2011. Proceedings of a meeting held 12-14 December 2011, 2011
Proceedings of the 2011 IEEE International Symposium on Information Theory Proceedings, 2011
Proceedings of the INFOCOM 2011. 30th IEEE International Conference on Computer Communications, 2011
Proceedings of the 18th IEEE International Conference on Image Processing, 2011
Proceedings of the 17th International Conference on Digital Signal Processing, 2011
Proceedings of the IEEE International Conference on Acoustics, 2011
Automatic adaptation in classification algorithms fusing data from heterogeneous sensors.
Proceedings of the 14th International Conference on Information Fusion, 2011
Proceedings of the 49th Annual Allerton Conference on Communication, 2011
Proceedings of the Conference Record of the Forty Fifth Asilomar Conference on Signals, 2011
2010
IEEE Trans. Inf. Theory, 2010
Proc. IEEE, 2010
Proceedings of the Thirteenth International Conference on Artificial Intelligence and Statistics, 2010
Proceedings of the Passive and Active Measurement, 11th International Conference, 2010
Proceedings of the Advances in Neural Information Processing Systems 23: 24th Annual Conference on Neural Information Processing Systems 2010. Proceedings of a meeting held 6-9 December 2010, 2010
Proceedings of the IEEE International Symposium on Information Theory, 2010
Proceedings of the IEEE International Symposium on Information Theory, 2010
Proceedings of the IEEE International Symposium on Information Theory, 2010
Proceedings of the INFOCOM 2010. 29th IEEE International Conference on Computer Communications, 2010
Proceedings of the 2010 IEEE International Workshop on Genomic Signal Processing and Statistics, 2010
Proceedings of the 44th Annual Conference on Information Sciences and Systems, 2010
Sparse interactions: Identifying high-dimensional multilinear systems via compressed sensing.
Proceedings of the 48th Annual Allerton Conference on Communication, 2010
Proceedings of the 48th Annual Allerton Conference on Communication, 2010
2009
NeuroImage, 2009
Proceedings of the Twelfth International Conference on Artificial Intelligence and Statistics, 2009
Proceedings of the Twelfth International Conference on Artificial Intelligence and Statistics, 2009
Proceedings of the Advances in Neural Information Processing Systems 22: 23rd Annual Conference on Neural Information Processing Systems 2009. Proceedings of a meeting held 7-10 December 2009, 2009
Proceedings of the 2009 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, Boston, MA, USA, June 28, 2009
Proceedings of the INFOCOM 2009. 28th IEEE International Conference on Computer Communications, 2009
Proceedings of the 47th Annual Allerton Conference on Communication, 2009
2008
Proceedings of the ACM SIGCOMM 2008 Conference on Applications, 2008
Proceedings of the Advances in Neural Information Processing Systems 21, 2008
Proceedings of the Advances in Neural Information Processing Systems 21, 2008
Proceedings of the 2008 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2008
Proceedings of the IEEE International Conference on Acoustics, 2008
Proceedings of the IEEE International Conference on Acoustics, 2008
Proceedings of the 21st Annual Conference on Learning Theory, 2008
Proceedings of the 42nd Annual Conference on Information Sciences and Systems, 2008
Proceedings of the 46th Annual Allerton Conference on Communication, 2008
Proceedings of the 46th Annual Allerton Conference on Communication, 2008
Proceedings of the 42nd Asilomar Conference on Signals, Systems and Computers, 2008
Proceedings of the 42nd Asilomar Conference on Signals, Systems and Computers, 2008
2007
IEEE Trans. Inf. Theory, 2007
IEEE Trans. Image Process., 2007
Gradient Projection for Sparse Reconstruction: Application to Compressed Sensing and Other Inverse Problems.
J. Sel. Topics Signal Processing, 2007
Proceedings of the 2007 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2007
Proceedings of the 2007 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2007
Proceedings of the 6th International Conference on Information Processing in Sensor Networks, 2007
Proceedings of the 7th ACM SIGCOMM Internet Measurement Conference, 2007
Proceedings of the IEEE International Conference on Acoustics, 2007
Proceedings of the IEEE International Conference on Acoustics, 2007
2006
IEEE Trans. Inf. Theory, 2006
IEEE Trans. Image Process., 2006
Proceedings of the Advances in Neural Information Processing Systems 19, 2006
Proceedings of the Fifth International Conference on Information Processing in Sensor Networks, 2006
Proceedings of the Fifth International Conference on Information Processing in Sensor Networks, 2006
Proceedings of the Fifth International Conference on Information Processing in Sensor Networks, 2006
Proceedings of the International Conference on Image Processing, 2006
On Total Variation Denoising: A New Majorization-Minimization Algorithm and an Experimental Comparisonwith Wavalet Denoising.
Proceedings of the International Conference on Image Processing, 2006
Proceedings of the International Conference on Image Processing, 2006
Proceedings of IEEE International Conference on Communications, 2006
Proceedings of the 2006 IEEE International Conference on Acoustics Speech and Signal Processing, 2006
A Universal Matched Source-Channel Communication Scheme for Wireless Sensor Ensembles.
Proceedings of the 2006 IEEE International Conference on Acoustics Speech and Signal Processing, 2006
Proceedings of the Computational Imaging IV, San Jose, 2006
2005
IEEE J. Sel. Areas Commun., 2005
Proceedings of the Advances in Neural Information Processing Systems 18 [Neural Information Processing Systems, 2005
Matched source-channel communication for field estimation in wireless sensor networks.
Proceedings of the Fourth International Symposium on Information Processing in Sensor Networks, 2005
Proceedings of the 2005 International Conference on Image Processing, 2005
Proceedings of the 2005 IEEE International Conference on Acoustics, 2005
Proceedings of the 2005 IEEE International Conference on Acoustics, 2005
2004
IEEE Trans. Signal Process., 2004
IEEE Trans. Signal Process., 2004
IEEE J. Sel. Areas Commun., 2004
Proceedings of the Advances in Neural Information Processing Systems 17 [Neural Information Processing Systems, 2004
Proceedings of the 2004 IEEE International Symposium on Information Theory, 2004
Proceedings of the 2004 IEEE International Symposium on Information Theory, 2004
Proceedings of the 2004 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2004
Proceedings of the Third International Symposium on Information Processing in Sensor Networks, 2004
Proceedings of the Third International Symposium on Information Processing in Sensor Networks, 2004
Proceedings of the Proceedings IEEE INFOCOM 2004, 2004
Proceedings of the 4th ACM SIGCOMM Internet Measurement Conference, 2004
Proceedings of the 2004 IEEE International Conference on Acoustics, 2004
Proceedings of the 2004 IEEE International Conference on Acoustics, 2004
Proceedings of the 2004 12th European Signal Processing Conference, 2004
2003
IEEE Trans. Signal Process., 2003
Platelets: A Multiscale Approach for Recovering Edges and Surfaces in Photon LimitedMedical Imaging.
IEEE Trans. Medical Imaging, 2003
IEEE Trans. Image Process., 2003
Proceedings of the Advances in Neural Information Processing Systems 16 [Neural Information Processing Systems, 2003
Proceedings of the Information Processing in Sensor Networks, 2003
Proceedings of the 3rd ACM SIGCOMM Internet Measurement Conference, 2003
Distributed image compression for sensor networks using correspondence analysis and super-resolution.
Proceedings of the 2003 International Conference on Image Processing, 2003
Proceedings of the 2003 IEEE International Conference on Acoustics, 2003
Proceedings of the 2003 IEEE International Conference on Acoustics, 2003
Proceedings of the Energy Minimization Methods in Computer Vision and Pattern Recognition, 2003
2002
IEEE Trans. Signal Process., 2002
Maximum likelihood network topology identification from edge-based unicast measurements.
Proceedings of the International Conference on Measurements and Modeling of Computer Systems, 2002
Proceedings of the Advances in Neural Information Processing Systems 15 [Neural Information Processing Systems, 2002
Proceedings of the 2002 International Conference on Image Processing, 2002
Proceedings of the 2002 International Conference on Image Processing, 2002
Proceedings of the 2002 International Conference on Image Processing, 2002
Proceedings of the IEEE International Conference on Acoustics, 2002
Proceedings of the IEEE International Conference on Acoustics, 2002
Proceedings of the IEEE International Conference on Acoustics, 2002
Proceedings of the IEEE International Conference on Acoustics, 2002
2001
Wavelet-based image estimation: an empirical Bayes approach using Jeffrey's noninformative prior.
IEEE Trans. Image Process., 2001
Processing DNA Tokens in Parallel Computing.
Proceedings of the 15th International Parallel & Distributed Processing Symposium (IPDPS-01), 2001
Proceedings of the 2001 International Conference on Image Processing, 2001
Proceedings of the 2001 International Conference on Image Processing, 2001
Proceedings of the IEEE International Conference on Acoustics, 2001
Proceedings of the IEEE International Conference on Acoustics, 2001
Proceedings of the IEEE International Conference on Acoustics, 2001
2000
IEEE Trans. Inf. Theory, 2000
Proceedings of the 4th IEEE Southwest Symposium on Image Analysis and Interpretation, 2000
Proceedings of the 4th IEEE Southwest Symposium on Image Analysis and Interpretation, 2000
Proceedings of the 4th IEEE Southwest Symposium on Image Analysis and Interpretation, 2000
Proceedings of the 15th International Conference on Pattern Recognition, 2000
Proceedings of the 2000 International Conference on Image Processing, 2000
Proceedings of the 2000 International Conference on Image Processing, 2000
Proceedings of the 2000 International Conference on Image Processing, 2000
Proceedings of the IEEE International Conference on Acoustics, 2000
Proceedings of the IEEE International Conference on Acoustics, 2000
1999
IEEE Trans. Signal Process., 1999
IEEE Trans. Medical Imaging, 1999
Multiscale Modeling and Estimation of Poisson Processes with Application to Photon-Limited Imaging.
IEEE Trans. Inf. Theory, 1999
IEEE Trans. Image Process., 1999
IEEE Trans. Image Process., 1999
Proceedings of the 1999 International Conference on Image Processing, 1999
Unsupervised Progressive Parsing of Poisson Fields Using Minimum Description Length, Criteria.
Proceedings of the 1999 International Conference on Image Processing, 1999
Proceedings of the 1999 IEEE International Conference on Acoustics, 1999
Proceedings of the 1999 IEEE International Conference on Acoustics, 1999
1998
IEEE Trans. Signal Process., 1998
IEEE Trans. Signal Process., 1998
IEEE Trans. Image Process., 1998
Proceedings of the 1998 IEEE International Conference on Image Processing, 1998
Proceedings of the 1998 IEEE International Conference on Acoustics, 1998
Proceedings of the 1998 IEEE International Conference on Acoustics, 1998
Proceedings of the 1998 IEEE International Conference on Acoustics, 1998
1997
IEEE Trans. Signal Process., 1997
Proceedings of the 1997 IEEE International Conference on Acoustics, 1997
1996
IEEE Trans. Signal Process., 1996
Proceedings of the 1996 IEEE International Conference on Acoustics, 1996
1995
Proceedings of the 1995 International Conference on Acoustics, 1995
1994
IEEE Trans. Signal Process., 1994
Signal Process., 1994
Proceedings of ICASSP '94: IEEE International Conference on Acoustics, 1994
1993
Proceedings of the IEEE International Conference on Acoustics, 1993