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Finale Doshi-Velez

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Learning Interpretable Concept-Based Models with Human Feedback

Dec 04, 2020
Isaac Lage, Finale Doshi-Velez

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Incorporating Interpretable Output Constraints in Bayesian Neural Networks

Oct 21, 2020
Wanqian Yang, Lars Lorch, Moritz A. Graule, Himabindu Lakkaraju, Finale Doshi-Velez

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Failure Modes of Variational Autoencoders and Their Effects on Downstream Tasks

Jul 14, 2020
Yaniv Yacoby, Weiwei Pan, Finale Doshi-Velez

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BaCOUn: Bayesian Classifers with Out-of-Distribution Uncertainty

Jul 12, 2020
Théo Guénais, Dimitris Vamvourellis, Yaniv Yacoby, Finale Doshi-Velez, Weiwei Pan

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Learned Uncertainty-Aware (LUNA) Bases for Bayesian Regression using Multi-Headed Auxiliary Networks

Jul 08, 2020
Sujay Thakur, Cooper Lorsung, Yaniv Yacoby, Finale Doshi-Velez, Weiwei Pan

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Model-based Reinforcement Learning for Semi-Markov Decision Processes with Neural ODEs

Jun 29, 2020
Jianzhun Du, Joseph Futoma, Finale Doshi-Velez

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PAC Bounds for Imitation and Model-based Batch Learning of Contextual Markov Decision Processes

Jun 11, 2020
Yash Nair, Finale Doshi-Velez

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Is Deep Reinforcement Learning Ready for Practical Applications in Healthcare? A Sensitivity Analysis of Duel-DDQN for Sepsis Treatment

May 08, 2020
MingYu Lu, Zachary Shahn, Daby Sow, Finale Doshi-Velez, Li-wei H. Lehman

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Power-Constrained Bandits

Apr 13, 2020
Jiayu Yao, Emma Brunskill, Weiwei Pan, Susan Murphy, Finale Doshi-Velez

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