| 2025 | SDM | Convergence-Guaranteed Elastic Net Graphical Model Estimation with Applications to Anomaly Localization. | Dzung T. Phan, Matt Menickelly, Tsuyoshi Id, Jayant Kalagnanam |
| 2024 | SDM | Multi-polytope Machine for Classification. | Dzung T. Phan, Lam M. Nguyen, Jayant Kalagnanam, Chandra Reddy |
| 2022 | AAAI | Interpretable Clustering via Multi-Polytope Machines. | Connor Lawless, Jayant Kalagnanam, Lam M. Nguyen, Dzung T. Phan, Chandra Reddy |
| 2022 | SDM | StepDIRECT - A Derivative-Free Optimization Method for Stepwise Functions. | Dzung T. Phan, Hongsheng Liu, Lam M. Nguyen |
| 2021 | ICASSP | A Scale Invariant Measure of Flatness for Deep Network Minima. | Akshay Rangamani, Nam H. Nguyen, Abhishek Kumar, Dzung T. Phan, Sang (Peter) Chin, Trac D. Tran |
| 2020 | AISTATS | A Hybrid Stochastic Policy Gradient Algorithm for Reinforcement Learning. | Nhan H. Pham, Lam M. Nguyen, Dzung T. Phan, Phuong Ha Nguyen, Marten van Dijk, Quoc Tran-Dinh |
| 2020 | ICDM | Pruning Deep Neural Networks with $\ell_{0}$-constrained Optimization. | Dzung T. Phan, Lam M. Nguyen, Nam H. Nguyen, Jayant R. Kalagnanam |
| 2019 | ICML | Characterization of Convex Objective Functions and Optimal Expected Convergence Rates for SGD. | Marten van Dijk, Lam M. Nguyen, Phuong Ha Nguyen, Dzung T. Phan |
| 2019 | IJCAI | Efficient Protocol for Collaborative Dictionary Learning in Decentralized Networks. | Tsuyoshi Id, Rudy Raymond, Dzung T. Phan |
| 2019 | SDM | Untitled record | Dzung T. Phan, Tsuyoshi Id |
| 2017 | ICDM | Multi-task Multi-modal Models for Collective Anomaly Detection. | Tsuyoshi Id, Dzung T. Phan, Jayant Kalagnanam |
| 2017 | ICDM | A Novel l0-Constrained Gaussian Graphical Model for Anomaly Localization. | Dzung T. Phan, Tsuyoshi Id, Jayant Kalagnanam, Matt Menickelly, Katya Scheinberg |
| 2016 | IJCAI | Change Detection Using Directional Statistics. | Tsuyoshi Id, Dzung T. Phan, Jayant Kalagnanam |
| 2015 | HPCC | A Resource Supply-Demand based Approach for Automatic MapReduce Job Optimization. | Jinjun Xiong, Dzung T. Phan, David Kung |
| 2011 | WSC | A two-stage non-linear program for optimal electrical grid power balance under uncertainty. | Dzung T. Phan, Soumyadip Ghosh |