| 2025 | AISTATS | Variance-Aware Linear UCB with Deep Representation for Neural Contextual Bandits. | Ha Manh Bui, Enrique Mallada, Anqi Liu |
| 2025 | AISTATS | Understanding the Learning Dynamics of LoRA: A Gradient Flow Perspective on Low-Rank Adaptation in Matrix Factorization. | Ziqing Xu, Hancheng Min, Lachlan Ewen MacDonald, Jinqi Luo, Salma Tarmoun, Enrique Mallada, Ren Vidal |
| 2024 | ICLR | Early Neuron Alignment in Two-layer ReLU Networks with Small Initialization. | Hancheng Min, Enrique Mallada, Ren Vidal |
| 2023 | ACSSC | Learning Safety Critics via a Non-Contractive Binary Bellman Operator. | Agustin Castellano, Hancheng Min, Juan Andrs Bazerque, Enrique Mallada |
| 2023 | AISTATS | Linear Convergence of Gradient Descent For Finite Width Over-parametrized Linear Networks With General Initialization. | Ziqing Xu, Hancheng Min, Salma Tarmoun, Enrique Mallada, Ren Vidal |
| 2023 | ICML | On the Convergence of Gradient Flow on Multi-layer Linear Models. | Hancheng Min, Ren Vidal, Enrique Mallada |
| 2022 | ACSSC | Constrained Reinforcement Learning via Dissipative Saddle Flow Dynamics. | Tianqi Zheng, Pengcheng You, Enrique Mallada |
| 2021 | CISS | Model-free safe policy learning via hard action barrier functions. | Agustin Castellano, Juan Andrs Bazerque, Enrique Mallada |
| 2021 | ICML | A Nullspace Property for Subspace-Preserving Recovery. | Mustafa Devrim Kaba, Chong You, Daniel P. Robinson, Enrique Mallada, Ren Vidal |
| 2021 | ICML | On the Explicit Role of Initialization on the Convergence and Implicit Bias of Overparametrized Linear Networks. | Hancheng Min, Salma Tarmoun, Ren Vidal, Enrique Mallada |
| 2020 | SIGMETRICS | Online Linear Optimization with Inventory Management Constraints. | Lin Yang, Mohammad Hassan Hajiesmaili, Ramesh K. Sitaraman, Adam Wierman, Enrique Mallada, Wing Shing Wong |
| 2015 | CISS | Synchronization of heterogeneous Kuramoto oscillators with graphs of diameter two. | Andrey Gushchin, Enrique Mallada, Ao Tang |
| 2015 | CISS | Distributed generator and load-side secondary frequency control in power networks. | Changhong Zhao, Enrique Mallada, Steven H. Low |
| 2015 | ITA | Synchronization of phase-coupled oscillators with plastic coupling strength. | Andrey Gushchin, Enrique Mallada, Ao Tang |
| 2013 | ICNP | Skewless network clock synchronization. | Enrique Mallada, Xiaoqiao Meng, Michel Hack, Li Zhang, Ao Tang |
| 2012 | INFOCOM | Sparse recovery with graph constraints: Fundamental limits and measurement construction. | Meng Wang, Weiyu Xu, Enrique Mallada, Ao Tang |
| 2011 | ACSSC | Recent results on sparse recovery over graphs. | Weiyu Xu, Meng Wang, Enrique Mallada, Ao Tang |
| 2011 | INFOCOM | Compressive sensing over graphs. | Weiyu Xu, Enrique Mallada, Ao Tang |