@Aaroth Some surveys and position papers to check out: 1. Explanation in AI: Insights from the Social Sciences by @tmiller_unimelb 2. Cognitive Biases on the Interpretation of Rule-Based ML models 1/2 Tweet added by Berk Ustun @berkustun

Berk Ustun

5 years

@Aaroth Some surveys and position papers to check out: 1. Explanation in AI: Insights from the Social Sciences by @tmiller_unimelb 2. Cognitive Biases on the Interpretation of Rule-Based ML models 1/2

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Aaron Roth

@Aaroth

5 years

I want to read up on the current state of interpretability research. What are the best papers out there? I have a particular preference for papers that try to formally define their goals.

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Berk Ustun

@berkustun

5 years

@Aaroth @tmiller_unimelb 3. Transparency: Motivations and Challenges by @adrian_weller 4. Slave to the Algorithm by @lilianedwards @mikarv 2/2

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Berk Ustun

@berkustun

5 years

@Aaroth @tmiller_unimelb @adrian_weller @lilianedwards @mikarv Some topics on the frontiers: Human Subjects Experiments Adversarial Interpretations & Fairwashing Multiplicity of Good Models

"How do I fool you?": Manipulating User Trust via...

As machine learning black boxes are increasingly being deployed in critical domains such as healthcare and criminal justice, there has been a growing emphasis on developing techniques for...

arxiv.org

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