Hana Chockler | DeepAI

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∙ 11/23/2022

Causal Analysis of the TOPCAT Trial: Spironolactone for Preserved Cardiac Function Heart Failure

We describe the results of applying causal discovery methods on the data...

0 Francesca E. D. Raimondi, et al. ∙

∙ 11/21/2022

Equality of Effort via Algorithmic Recourse

This paper proposes a method for measuring fairness through equality of ...

0 Francesca E. D. Raimondi, et al. ∙

∙ 10/11/2022

A Causal Analysis of Harm

As autonomous systems rapidly become ubiquitous, there is a growing need...

0 Sander Beckers, et al. ∙

∙ 09/29/2022

A Quantitative Account of Harm

In a companion paper (Beckers et al. 2022), we defined a qualitative not...

0 Sander Beckers, et al. ∙

∙ 08/17/2022

Domain Knowledge in A*-Based Causal Discovery

Causal discovery has become a vital tool for scientists and practitioner...

0 Steven Kleinegesse, et al. ∙

∙ 08/13/2022

A Study of Demographic Bias in CNN-based Brain MR Segmentation

Convolutional neural networks (CNNs) are increasingly being used to auto...

16 Stefanos Ioannou, et al. ∙

∙ 01/27/2022

Vision Checklist: Towards Testable Error Analysis of Image Models to Help System Designers Interrogate Model Capabilities

Using large pre-trained models for image recognition tasks is becoming i...

3 Xin Du, et al. ∙

∙ 11/16/2021

Causal policy ranking

Policies trained via reinforcement learning (RL) are often very complex ...

0 Daniel McNamee, et al. ∙

∙ 10/27/2021

Transfer learning with causal counterfactual reasoning in Decision Transformers

The ability to adapt to changes in environmental contingencies is an imp...

0 Ayman Boustati, et al. ∙

∙ 03/05/2021

Compositional Explanations for Image Classifiers

Existing algorithms for explaining the output of image classifiers perfo...

0 Hana Chockler, et al. ∙

∙ 11/15/2020

Safety Synthesis Sans Specification

We define the problem of learning a transducer S from a target language ...

0 Roderick Bloem, et al. ∙

∙ 08/31/2020

Ranking Policy Decisions

Policies trained via Reinforcement Learning (RL) are often needlessly co...

0 Hadrien Pouget, et al. ∙

∙ 05/20/2020

Combining Experts' Causal Judgments

Consider a policymaker who wants to decide which intervention to perform...

2 Dalal Alrajeh, et al. ∙

∙ 08/06/2019

Explaining Deep Neural Networks Using Spectrum-Based Fault Localization

Deep neural networks (DNNs) increasingly replace traditionally developed...

8 Youcheng Sun, et al. ∙

∙ 12/09/2014

The Computational Complexity of Structure-Based Causality

Halpern and Pearl introduced a definition of actual causality; Eiter and...

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