Justin K. Romberg
Orcid: 0000-0002-6616-197XAffiliations:
- Georgia Institute of Technology, Atlanta, School of Electrical and Computer Engineering
According to our database1,
Justin K. Romberg
authored at least 170 papers
between 1999 and 2024.
Collaborative distances:
Collaborative distances:
Awards
IEEE Fellow
IEEE Fellow 2018, "For contributions to compressive sensing".
Timeline
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Book In proceedings Article PhD thesis Dataset OtherLinks
Online presence:
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on zbmath.org
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on orcid.org
On csauthors.net:
Bibliography
2024
A Two-Time-Scale Stochastic Optimization Framework with Applications in Control and Reinforcement Learning.
SIAM J. Optim., March, 2024
Globally Optimal Assignment Algorithm for Collective Object Transport Using Air-Ground Multirobot Teams.
IEEE Trans. Control. Syst. Technol., January, 2024
BeamCIM: A Compute-In-Memory based Broadband Beamforming Accelerator using Linear Embedding.
Proceedings of the IEEE Radio and Wireless Symposium, 2024
2023
IEEE Trans. Autom. Control., June, 2023
Finite-Time Convergence Rates of Decentralized Stochastic Approximation With Applications in Multi-Agent and Multi-Task Learning.
IEEE Trans. Autom. Control., May, 2023
Optimal Convex Lifted Sparse Phase Retrieval and PCA With an Atomic Matrix Norm Regularizer.
IEEE Trans. Inf. Theory, March, 2023
Scalable Online Learning of Approximate Stackelberg Solutions in Energy Trading Games with Demand Response Aggregators.
CoRR, 2023
Connected Superlevel Set in (Deep) Reinforcement Learning and its Application to Minimax Theorems.
Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023
PETAL: Physics Emulation Through Averaged Linearizations for Solving Inverse Problems.
Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023
Proceedings of the 49th IEEE European Solid State Circuits Conference, 2023
2022
IEEE Trans. Signal Process., 2022
Loop Unrolled Shallow Equilibrium Regularizer (LUSER) - A Memory-Efficient Inverse Problem Solver.
CoRR, 2022
A Dual Accelerated Method for Online Stochastic Distributed Averaging: From Consensus to Decentralized Policy Evaluation.
CoRR, 2022
Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022
A Dual Accelerated Method for a Class of Distributed Optimization Problems: From Consensus to Decentralized Policy Evaluation.
Proceedings of the 61st IEEE Conference on Decision and Control, 2022
Finite-Time Complexity of Online Primal-Dual Natural Actor-Critic Algorithm for Constrained Markov Decision Processes.
Proceedings of the 61st IEEE Conference on Decision and Control, 2022
Passivity-Based Distributed Control for Cooperative Unknown Payload Manipulation with Sensing/Actuation Delays.
Proceedings of the IEEE Conference on Control Technology and Applications, 2022
Proceedings of the American Control Conference, 2022
2021
A Hardware-Friendly Approach Towards Sparse Neural Networks Based on LFSR-Generated Pseudo-Random Sequences.
IEEE Trans. Circuits Syst. I Regul. Pap., 2021
Convergence Rates of Distributed Gradient Methods Under Random Quantization: A Stochastic Approximation Approach.
IEEE Trans. Autom. Control., 2021
Fast Convergence Rates of Distributed Subgradient Methods With Adaptive Quantization.
IEEE Trans. Autom. Control., 2021
Finite-Time Performance of Distributed Temporal-Difference Learning with Linear Function Approximation.
SIAM J. Math. Data Sci., 2021
IEEE J. Solid State Circuits, 2021
STAN: spatio-temporal attention network for pandemic prediction using real-world evidence.
J. Am. Medical Informatics Assoc., 2021
CoRR, 2021
Proceedings of the Thirty-Seventh Conference on Uncertainty in Artificial Intelligence, 2021
Finite-Time Analysis of Decentralized Stochastic Approximation with Applications in Multi-Agent and Multi-Task Learning.
Proceedings of the 2021 60th IEEE Conference on Decision and Control (CDC), 2021
Online Adaptive Learning in Energy Trading Stackelberg Games with Time-Coupling Constraints.
Proceedings of the 2021 American Control Conference, 2021
2020
IEEE Trans. Inf. Theory, 2020
In-Field Performance Optimization for mm-Wave Mixed-Signal Doherty Power Amplifiers: A Bandit Approach.
IEEE Trans. Circuits Syst., 2020
SIAM J. Imaging Sci., 2020
OPTIMO: A 65-nm 279-GOPS/W 16-b Programmable Spatial-Array Processor with On-Chip Network for Solving Distributed Optimizations via the Alternating Direction Method of Multipliers.
IEEE J. Solid State Circuits, 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 2nd Annual Conference on Learning for Dynamics and Control, 2020
Proceedings of the IEEE International Symposium on Circuits and Systems, 2020
Proceedings of the 2020 IEEE Custom Integrated Circuits Conference, 2020
Distributed Force/Position Optimization Dynamics for Cooperative Unknown Payload Manipulation.
Proceedings of the 59th IEEE Conference on Decision and Control, 2020
Primal-Dual Gradient Dynamics for Cooperative Unknown Payload Manipulation without Communication.
Proceedings of the 2020 American Control Conference, 2020
Proceedings of the 23rd International Conference on Artificial Intelligence and Statistics, 2020
2019
IEEE Trans. Computational Imaging, 2019
Found. Comput. Math., 2019
Proceedings of the Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, 2019
Finite-Time Analysis of Distributed TD(0) with Linear Function Approximation on Multi-Agent Reinforcement Learning.
Proceedings of the 36th International Conference on Machine Learning, 2019
Fast Compressive Sensing Recovery Using Generative Models with Structured Latent Variables.
Proceedings of the IEEE International Conference on Acoustics, 2019
Efficient Signal Reconstruction via Distributed Least Square Optimization on a Systolic FPGA Architecture.
Proceedings of the IEEE International Conference on Acoustics, 2019
Optimo: A 65Nm 270Mhz 143.2Mw Programmable Spatial-Array-Processor With A Hierarchical Multi-Cast On-Chip Network For Solving Distributed Optimizations.
Proceedings of the IEEE Custom Integrated Circuits Conference, 2019
Proceedings of the 8th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, 2019
Proceedings of the 57th Annual Allerton Conference on Communication, 2019
2018
IEEE Trans. Signal Process., 2018
IEEE Trans. Netw. Sci. Eng., 2018
IEEE Trans. Inf. Theory, 2018
IEEE Trans. Image Process., 2018
IEEE Trans. Circuits Syst. Video Technol., 2018
A 130 nm 165 nJ/frame Compressed-Domain Smashed-Filter-Based Mixed-Signal Classifier for "In-Sensor" Analytics in Smart Cameras.
IEEE Trans. Circuits Syst. II Express Briefs, 2018
IEEE Signal Process. Lett., 2018
SIAM J. Imaging Sci., 2018
A FeFET Based Processing-In-Memory Architecture for Solving Distributed Least-Square Optimizations.
Proceedings of the 76th Device Research Conference, 2018
Proceedings of the 56th Annual Allerton Conference on Communication, 2018
Proceedings of the 56th Annual Allerton Conference on Communication, 2018
2017
CoRR, 2017
CoRR, 2017
Proceedings of the Advances in Neural Information Processing Systems 30: Annual Conference on Neural Information Processing Systems 2017, 2017
Proceedings of the 22nd International Conference on Digital Signal Processing, 2017
Proceedings of the 2017 IEEE International Conference on Acoustics, 2017
Proceedings of the 2017 IEEE International Conference on Acoustics, 2017
Proceedings of the 2017 IEEE International Conference on Acoustics, 2017
A 65nm compressive-sensing time-based ADC with embedded classification and INL-aware training for arrhythmia detection.
Proceedings of the IEEE Biomedical Circuits and Systems Conference, 2017
Proceedings of the 20th International Conference on Artificial Intelligence and Statistics, 2017
2016
IEEE J. Sel. Top. Signal Process., 2016
IEEE J. Sel. Top. Signal Process., 2016
Proceedings of the 2016 International Symposium on Low Power Electronics and Design, 2016
Proceedings of the 2016 IEEE Global Conference on Signal and Information Processing, 2016
2015
IEEE Trans. Signal Process., 2015
IEEE Trans. Computational Imaging, 2015
Lifting for Blind Deconvolution in Random Mask Imaging: Identifiability and Convex Relaxation.
SIAM J. Imaging Sci., 2015
Near-Optimal Estimation of Simultaneously Sparse and Low-Rank Matrices from Nested Linear Measurements.
CoRR, 2015
Proceedings of the Advances in Neural Information Processing Systems 28: Annual Conference on Neural Information Processing Systems 2015, 2015
Proceedings of the 6th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, 2015
Proceedings of the 49th Asilomar Conference on Signals, Systems and Computers, 2015
2014
IEEE Trans. Signal Process., 2014
IEEE Trans. Signal Process., 2014
Correction to "Convergence and Rate Analysis of Neural Networks for Sparse Approximation".
IEEE Trans. Neural Networks Learn. Syst., 2014
Proceedings of the ACM SIGMETRICS / International Conference on Measurement and Modeling of Computer Systems, 2014
Proceedings of the IEEE International Conference on Acoustics, 2014
Proceedings of the IEEE International Conference on Acoustics, 2014
2013
IEEE Trans. Signal Process., 2013
IEEE Trans. Signal Process., 2013
Convergence of a neural network for sparse approximation using the nonsmooth Łojasiewicz inequality.
Proceedings of the 2013 International Joint Conference on Neural Networks, 2013
Proceedings of the IEEE International Conference on Acoustics, 2013
Proceedings of the IEEE Global Conference on Signal and Information Processing, 2013
Proceedings of the 5th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, 2013
Proceedings of the 2013 Asilomar Conference on Signals, 2013
2012
IEEE Trans. Neural Networks Learn. Syst., 2012
A Compressed Sensing Parameter Extraction Platform for Radar Pulse Signal Acquisition.
IEEE J. Emerg. Sel. Topics Circuits Syst., 2012
IEEE J. Emerg. Sel. Topics Circuits Syst., 2012
Proceedings of the IEEE Statistical Signal Processing Workshop, 2012
Image deconvolution via superfast inversion of a class of two-level Toeplitz matrices.
Proceedings of the 19th IEEE International Conference on Image Processing, 2012
Proceedings of the Conference Record of the Forty Sixth Asilomar Conference on Signals, 2012
Proceedings of the Conference Record of the Forty Sixth Asilomar Conference on Signals, 2012
2011
Proceedings of the IEEE International Conference on Acoustics, 2011
Proceedings of the 45st Annual Conference on Information Sciences and Systems, 2011
Proceedings of the Conference Record of the Forty Fifth Asilomar Conference on Signals, 2011
2010
IEEE Trans. Inf. Theory, 2010
IEEE J. Sel. Top. Signal Process., 2010
Just-in-time sampling and pre-filtering for wearable physiological sensors: going from days to weeks of operation on a single charge.
Proceedings of Wireless Health 2010, 2010
Proceedings of the International Conference on Image Processing, 2010
Proceedings of the International Conference on Image Processing, 2010
Proceedings of the 44th Annual Conference on Information Sciences and Systems, 2010
Proceedings of the Computational Imaging VIII, 2010
An overview of recent results on the identification of sparse channels using random probes.
Proceedings of the 49th IEEE Conference on Decision and Control, 2010
2009
Proceedings of the 16th International Conference on Digital Signal Processing, 2009
Proceedings of the Third ACM/IEEE International Conference on Distributed Smart Cameras, 2009
Proceedings of the 43rd Annual Conference on Information Sciences and Systems, 2009
Proceedings of the Computational Imaging VII, 2009
Proceedings of the 47th Annual Allerton Conference on Communication, 2009
2008
Proceedings of the International Conference on Image Processing, 2008
Proceedings of the IEEE International Conference on Acoustics, 2008
Proceedings of the IEEE International Conference on Acoustics, 2008
Proceedings of the 42nd Annual Conference on Information Sciences and Systems, 2008
Proceedings of the 42nd Asilomar Conference on Signals, Systems and Computers, 2008
2007
Errata for Quantitative Robust Uncertainty Principles and Optimally Sparse Decompositions.
Found. Comput. Math., 2007
Proceedings of the Computational Imaging V, San Jose, 2007
2006
Robust uncertainty principles: exact signal reconstruction from highly incomplete frequency information.
IEEE Trans. Inf. Theory, 2006
IEEE Trans. Image Process., 2006
Found. Comput. Math., 2006
Proceedings of the International Conference on Image Processing, 2006
Proceedings of the 2006 Data Compression Conference (DCC 2006), 2006
Proceedings of the 40th Annual Conference on Information Sciences and Systems, 2006
2005
Proceedings of the Computational Imaging III, San Jose, 2005
2003
Multiscale geometric image processing.
Proceedings of the Visual Communications and Image Processing 2003, 2003
Approximation and compression of piecewise smooth images using a wavelet/wedgelet geometric model.
Proceedings of the 2003 International Conference on Image Processing, 2003
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 Data Compression Conference (DCC 2002), 2002
2001
IEEE Trans. Image Process., 2001
Proceedings of the 2001 International Conference on Image Processing, 2001
Adding linguistic constraints to document image decoding: comparing the iterated complete path and stack algorithms.
Proceedings of the Document Recognition and Retrieval VIII, 2001
2000
Proceedings of the 4th IEEE Southwest Symposium on Image Analysis and Interpretation, 2000
Proceedings of the 2000 International Conference on Image Processing, 2000
Proceedings of the IEEE International Conference on Acoustics, 2000
1999
Proceedings of the 1999 International Conference on Image Processing, 1999