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Iterative Linear Quadratic Optimization for Nonlinear Control: Differentiable Programming Algorithmic Templates


Jul 13, 2022
Vincent Roulet, Siddhartha Srinivasa, Maryam Fazel, Zaid Harchaoui

* This is a companion report to the arXiv report "Complexity Bounds of Iterative Linear Quadratic Optimization Algorithms for Discrete Time Nonlinear Control" by the same authors 

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Interactive Combinatorial Bandits: Balancing Competitivity and Complementarity


Jul 07, 2022
Adhyyan Narang, Omid Sadeghi, Lillian J Ratliff, Maryam Fazel, Jeff Bilmes

* 24 pages, 2 figures 

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Multi-learner risk reduction under endogenous participation dynamics


Jun 06, 2022
Sarah Dean, Mihaela Curmei, Lillian J. Ratliff, Jamie Morgenstern, Maryam Fazel


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Learning in Congestion Games with Bandit Feedback


Jun 04, 2022
Qiwen Cui, Zhihan Xiong, Maryam Fazel, Simon S. Du

* 33 pages 

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Decision-Dependent Risk Minimization in Geometrically Decaying Dynamic Environments


Apr 08, 2022
Mitas Ray, Dmitriy Drusvyatskiy, Maryam Fazel, Lillian J. Ratliff

* Accepted at AAAI 2022 

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System Identification via Nuclear Norm Regularization


Mar 30, 2022
Yue Sun, Samet Oymak, Maryam Fazel


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Flat minima generalize for low-rank matrix recovery


Mar 07, 2022
Lijun Ding, Dmitriy Drusvyatskiy, Maryam Fazel

* 30 pages 

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Towards Sample-efficient Overparameterized Meta-learning


Jan 16, 2022
Yue Sun, Adhyyan Narang, Halil Ibrahim Gulluk, Samet Oymak, Maryam Fazel

* Advances in Neural Information Processing Systems, 34 (2021) 

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Multiplayer Performative Prediction: Learning in Decision-Dependent Games


Jan 10, 2022
Adhyyan Narang, Evan Faulkner, Dmitriy Drusvyatskiy, Maryam Fazel, Lillian J. Ratliff


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Faster First-Order Algorithms for Monotone Strongly DR-Submodular Maximization


Nov 15, 2021
Omid Sadeghi, Maryam Fazel


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