| 2026 | COLT | On The Complexity of Best-Arm Identification in Non-Stationary Linear Bandits. | Leo Maynard-Zhang, Zhihan Xiong, Kevin Jamieson, Maryam Fazel |
| 2025 | AISTATS | Offline Multi-task Transfer RL with Representational Penalization. | Avinandan Bose, Simon Shaolei Du, Maryam Fazel |
| 2025 | AISTATS | Keeping up with dynamic attackers: Certifying robustness to adaptive online data poisoning. | Avinandan Bose, Laurent Lessard, Maryam Fazel, Krishnamurthy Dj Dvijotham |
| 2024 | AAAI | Fair Participation via Sequential Policies. | Reilly Raab, Ross Boczar, Maryam Fazel, Yang Liu |
| 2024 | AISTATS | Emergent specialization from participation dynamics and multi-learner retraining. | Sarah Dean, Mihaela Curmei, Lillian J. Ratliff, Jamie Morgenstern, Maryam Fazel |
| 2024 | AISTATS | A/B Testing and Best-arm Identification for Linear Bandits with Robustness to Non-stationarity. | Zhihan Xiong, Romain Camilleri, Maryam Fazel, Lalit Jain, Kevin Jamieson |
| 2024 | ICLR | A Black-box Approach for Non-stationary Multi-agent Reinforcement Learning. | Haozhe Jiang, Qiwen Cui, Zhihan Xiong, Maryam Fazel, Simon Shaolei Du |
| 2024 | UAI | Efficient Interactive Maximization of BP and Weakly Submodular Objectives. | Adhyyan Narang, Omid Sadeghi, Lillian J. Ratliff, Maryam Fazel, Jeff A. Bilmes |
| 2023 | AAAI | Stochastic Contextual Bandits with Long Horizon Rewards. | Yuzhen Qin, Yingcong Li, Fabio Pasqualetti, Maryam Fazel, Samet Oymak |
| 2023 | ICLR | Offline Congestion Games: How Feedback Type Affects Data Coverage Requirement. | Haozhe Jiang, Qiwen Cui, Zhihan Xiong, Maryam Fazel, Simon Shaolei Du |
| 2022 | AAAI | Decision-Dependent Risk Minimization in Geometrically Decaying Dynamic Environments. | Mitas Ray, Lillian J. Ratliff, Dmitriy Drusvyatskiy, Maryam Fazel |
| 2022 | AISTATS | Learning in Stochastic Monotone Games with Decision-Dependent Data. | Adhyyan Narang, Evan Faulkner, Dmitriy Drusvyatskiy, Maryam Fazel, Lillian J. Ratliff |
| 2022 | SODA | Computing Lewis Weights to High Precision. | Maryam Fazel, Yin Tat Lee, Swati Padmanabhan, Aaron Sidford |
| 2021 | AAAI | Online DR-Submodular Maximization: Minimizing Regret and Constraint Violation. | Prasanna Sanjay Raut, Omid Sadeghi, Maryam Fazel |
| 2021 | AISTATS | Differentially Private Monotone Submodular Maximization Under Matroid and Knapsack Constraints. | Omid Sadeghi, Maryam Fazel |
| 2021 | ICASSP | Sample Efficient Subspace-Based Representations for Nonlinear Meta-Learning. | Halil Ibrahim Gulluk, Yue Sun, Samet Oymak, Maryam Fazel |
| 2020 | AISTATS | Online Continuous DR-Submodular Maximization with Long-Term Budget Constraints. | Omid Sadeghi, Maryam Fazel |
| 2018 | ICML | Global Convergence of Policy Gradient Methods for the Linear Quadratic Regulator. | Maryam Fazel, Rong Ge, Sham M. Kakade, Mehran Mesbahi |
| 2017 | ISIT | Error bounds for Bregman denoising and structured natural parameter estimation. | Amin Jalali, James Saunderson, Maryam Fazel, Babak Hassibi |
| 2016 | ICASSP | Phaseless super-resolution using masks. | Kishore Jaganathan, James Saunderson, Maryam Fazel, Yonina C. Eldar, Babak Hassibi |
| 2016 | ISIT | Simple algorithms and guarantees for low rank matrix completion over F2. | James Saunderson, Maryam Fazel, Babak Hassibi |
| 2015 | AAAI | Pathway Graphical Lasso. | Maxim Grechkin, Maryam Fazel, Daniela M. Witten, Su-In Lee |
| 2014 | UAI | Universal Convexification via Risk-Aversion. | Krishnamurthy Dvijotham, Maryam Fazel, Emanuel Todorov |
| 2013 | ICASSP | Exceptions in language as learned by the multi-factor sparse plus low-rank language model. | Brian Hutchinson, Mari Ostendorf, Maryam Fazel |
| 2012 | Interspeech | A Sparse Plus Low Rank Maximum Entropy Language Model. | Brian Hutchinson, Mari Ostendorf, Maryam Fazel |
| 2012 | ISCAS | Constrained multiple kernel tracking for human limbs. | Shian-Ru Ke, Jenq-Neng Hwang, Maryam Fazel, Shen-Zheng Wang, Hung-I Pai |
| 2012 | ISIT | Random access compressed sensing over fading and noisy communication channels. | Fatemeh Fazel, Maryam Fazel, Milica Stojanovic |
| 2012 | ITA | Random access sensor networks: Field reconstruction from incomplete data. | Fatemeh Fazel, Maryam Fazel, Milica Stojanovic |
| 2011 | ACSSC | Impact of fading on random access compressed sensing. | Fatemeh Fazel, Maryam Fazel, Milica Stojanovic |
| 2011 | ICML | Clustering by Left-Stochastic Matrix Factorization. | Raman Arora, Maya R. Gupta, Amol Kapila, Maryam Fazel |
| 2011 | ISIT | A simplified approach to recovery conditions for low rank matrices. | Samet Oymak, Karthik Mohan, Maryam Fazel, Babak Hassibi |
| 2011 | ITA | Design of a random access network for compressed sensing. | Fatemeh Fazel, Maryam Fazel, Milica Stojanovic |
| 2010 | ICASSP | A nullspace analysis of the nuclear norm heuristic for rank minimization. | Krishnamurthy Dvijotham, Maryam Fazel |
| 2010 | ISIT | New Restricted Isometry results for noisy low-rank recovery. | Karthik Mohan, Maryam Fazel |
| 2010 | MMM | The Persian Linguistic Based Audio-Visual Data Corpus, AVA II, Considering Coarticulation. | Azam Bastanfard, Maryam Fazel, Alireza Abdi Kelishami, Mohammad Aghaahmadi |
| 2009 | SMC | A comprehensive audio-visual corpus for teaching sound Persian phoneme articulation. | Azam Bastanfard, Maryam Fazel, Alireza Abdi Kelishami, Mohammad Aghaahmadi |
| 2008 | ACSSC | Compressed sensing and robust recovery of low rank matrices. | Maryam Fazel, Emmanuel J. Cands, Ben Recht, Pablo A. Parrilo |
| 2006 | GLOBECOM | Transient Analysis for Wireless Power Control. | Maryam Fazel, Dennice Maynard Gayme, Mung Chiang |
| 2005 | SIGMETRICS | Network utility maximization with nonconcave, coupled, and reliability-based uilities. | Mung Chiang, Jang-Won Lee, A. Robert Calderbank, Daniel Prez Palomar, Maryam Fazel |