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Sarah Dean
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Cited by
Year
On the sample complexity of the linear quadratic regulator
S Dean, H Mania, N Matni, B Recht, S Tu
Foundations of Computational Mathematics, 1-47, 2019
5912019
Delayed impact of fair machine learning
LT Liu, S Dean, E Rolf, M Simchowitz, M Hardt
International Conference on Machine Learning, 3150-3158, 2018
5212018
Regret bounds for robust adaptive control of the linear quadratic regulator
S Dean, H Mania, N Matni, B Recht, S Tu
Advances in Neural Information Processing Systems, 4188-4197, 2018
2932018
Safely learning to control the constrained linear quadratic regulator
S Dean, S Tu, N Matni, B Recht
2019 American Control Conference (ACC), 5582-5588, 2019
1582019
Robust guarantees for perception-based control
S Dean, N Matni, B Recht, V Ye
Learning for Dynamics and Control, 350-360, 2020
862020
Guaranteeing Safety of Learned Perception Modules via Measurement-Robust Control Barrier Functions
S Dean, AJ Taylor, RK Cosner, B Recht, AD Ames
arXiv preprint arXiv:2010.16001, 2020
752020
A Broader View on Bias in Automated Decision-Making: Reflecting on Epistemology and Dynamics
R Dobbe, S Dean, T Gilbert, N Kohli
arXiv preprint arXiv:1807.00553, 2018
592018
Recommendations and user agency: the reachability of collaboratively-filtered information
S Dean, S Rich, B Recht
Proceedings of the 2020 Conference on Fairness, Accountability, and …, 2020
512020
Towards robust data-driven control synthesis for nonlinear systems with actuation uncertainty
AJ Taylor, VD Dorobantu, S Dean, B Recht, Y Yue, AD Ames
2021 60th IEEE Conference on Decision and Control (CDC), 6469-6476, 2021
412021
Do Offline Metrics Predict Online Performance in Recommender Systems?
K Krauth, S Dean, A Zhao, W Guo, M Curmei, B Recht, MI Jordan
arXiv preprint arXiv:2011.07931, 2020
412020
Reward reports for reinforcement learning
TK Gilbert, N Lambert, S Dean, T Zick, A Snoswell, S Mehta
Proceedings of the 2023 AAAI/ACM Conference on AI, Ethics, and Society, 84-130, 2023
312023
Modeling Content Creator Incentives on Algorithm-Curated Platforms
J Hron, K Krauth, MI Jordan, N Kilbertus, S Dean
arXiv preprint arXiv:2206.13102, 2022
302022
Certainty equivalent perception-based control
S Dean, B Recht
Learning for Dynamics and Control, 399-411, 2021
302021
Preference dynamics under personalized recommendations
S Dean, J Morgenstern
Proceedings of the 23rd ACM Conference on Economics and Computation, 795-816, 2022
292022
Balancing competing objectives with noisy data: Score-based classifiers for welfare-aware machine learning
E Rolf, M Simchowitz, S Dean, LT Liu, D Bjorkegren, M Hardt, ...
International Conference on Machine Learning, 8158-8168, 2020
272020
Axes for Sociotechnical Inquiry in AI Research
S Dean, TK Gilbert, N Lambert, T Zick
IEEE Transactions on Technology and Society 2 (2), 62-70, 2021
132021
Emergent specialization from participation dynamics and multi-learner retraining
S Dean, M Curmei, LJ Ratliff, J Morgenstern, M Fazel
arXiv preprint arXiv:2206.02667, 2022
10*2022
Choices, Risks, and Reward Reports: Charting Public Policy for Reinforcement Learning Systems
TK Gilbert, S Dean, T Zick, N Lambert
arXiv preprint arXiv:2202.05716, 2022
92022
Quantifying Availability and Discovery in Recommender Systems via Stochastic Reachability
M Curmei, S Dean, B Recht
International Conference on Machine Learning, 2265-2275, 2021
72021
AI development for the public interest: From abstraction traps to sociotechnical risks
MK Andrus, S Dean, TK Gilbert, N Lambert, T Zick
2020 IEEE International Symposium on Technology and Society (ISTAS), 72-79, 2020
72020
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