| 2021 | UAI | A decentralized policy gradient approach to multi-task reinforcement learning. | Sihan Zeng, Malik Aqeel Anwar, Thinh T. Doan, Arijit Raychowdhury, Justin Romberg |
| 2020 | AISTATS | Sample complexity bounds for localized sketching. | Rakshith Sharma Srinivasa, Mark A. Davenport, Justin Romberg |
| 2020 | ISCAS | Hardware-Aware Pruning of DNNs using LFSR-Generated Pseudo-Random Indices. | Foroozan Karimzadeh, Ningyuan Cao, Brian Crafton, Justin Romberg, Arijit Raychowdhury |
| 2019 | ICASSP | Efficient Signal Reconstruction via Distributed Least Square Optimization on a Systolic FPGA Architecture. | Muya Chang, Samantak Gangopadhyay, Tomer Hamam, Justin Romberg, Arijit Raychowdhury |
| 2019 | ICASSP | Fast Compressive Sensing Recovery Using Generative Models with Structured Latent Variables. | Shaojie Xu, Sihan Zeng, Justin Romberg |
| 2019 | ICML | Finite-Time Analysis of Distributed TD(0) with Linear Function Approximation on Multi-Agent Reinforcement Learning. | Thinh T. Doan, Siva Theja Maguluri, Justin Romberg |
| 2017 | AISTATS | Phase Retrieval Meets Statistical Learning Theory: A Flexible Convex Relaxation. | Sohail Bahmani, Justin Romberg |
| 2017 | ICASSP | Sampling and reconstruction in the 21st century. | Justin Romberg |
| 2017 | ICASSP | Appearance-based gesture recognition in the compressed domain. | Shaojie Xu, Anvesha Amaravati, Justin Romberg, Arijit Raychowdhury |
| 2016 | ISLPED | A Light-powered, "Always-On", Smart Camera with Compressed Domain Gesture Detection. | Amaravati Anvesha, Shaojie Xu, Ningyuan Cao, Justin Romberg, Arijit Raychowdhury |
| 2008 | ACSSC | Streaming measurements in compressive sensing: ℓ1 filtering. | M. Salman Asif, Justin Romberg |