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Algorithms

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Publication

Purifying Interaction Effects with the Functional ANOVA: An Efficient Algorithm for Recovering Identifiable Additive Models

Benjamin Lengerich, Sarah Tan, Chun-Hao Chang, Giles Hooker, Rich Caruana

International Conference on Artificial Intelligence and Statistics (AISTATS) 2020 | August 2020

Publication

Scalable Lattice Influence Maximization

Wei Chen, Ruihan Wu, Zheng Yu

IEEE Transactions on Computational Social Systems | August 2020, Vol 7(4): pp. 956-970

Publication

On the Facility Location Problem in Online and Dynamic Models

Xiangyu Guo, Janardhan (Jana) Kulkarni, Shi Li, Jiayi Xian

APPROX-RANDOM | August 2020

Publication

Cross-validation Confidence Intervals for Test Error

Pierre Bayle, Alexandre Bayle, Lucas Janson, Lester Mackey

July 2020

Publication

Model-Switching: Methodology to Handle Fluctuating Workloads in Machine-Learning-as-a-Service Systems

Jeff Zhang, Sameh Elnikety, Shuayb Zarar, Atul Gupta, Siddharth Garg

USENIX Hot Topics in Cloud Computing (HotCloud) | July 2020

Publication

Escaping Cannibalization? Correlation-Robust Pricing for a Unit-Demand Buyer

Moshe Babaioff, Michal Feldman, Yannai A. Gonczarowski, Brendan Lucier, Inbal Talgam-Cohen

The 21th ACM conference on Economics and Computation (ACM EC 2020) | July 2020

Publication

From PAC to Instance-Optimal Sample Complexity in the Plackett-Luce Model

Aadirupa Saha, Aditya Gopalan

International Conference on Machine Learning | July 2020

Publication

Improved Sleeping Bandits with Stochastic Action Sets and Adversarial Rewards

Aadirupa Saha, Pierre Gaillard, Michal Valko

International Conference on Machine Learning | July 2020

Publication

Beyond Perturbations: Learning Guarantees with Arbitrary Adversarial Test Examples

Shafi Goldwasser, Adam Tauman Kalai, Yael Tauman Kalai, Omar Montasser

NeurIPS 2020 | July 2020

Video

Harnessing high-fidelity simulation for autonomous systems through AirSim

July 9, 2020 | Sai Vemprala

Robots and autonomous systems are playing a significant role in modern times, in both academic research and industrial applications. Handling the constant variability and uncertainty present in the real world is a major challenge for…