The Emerging Theory of Algorithmic Fairness
- Cynthia Dwork
As algorithms reach ever more deeply into our daily lives, increasing concern that they be “fair” has resulted in an explosion of research in the theory and machine learning communities. This talk surveys key results in both areas and traces the arc of the emerging theory of algorithmic fairness.
Speaker Details
Cynthia Dwork is a Distinguished Scientist at Microsoft Research. Her interests/research include: private data analysis, foundations of cryptography, combating spam, complexity theory, web search, voting theory, distributed computing, interconnection networks, algorithm design and analysis.
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Adith Swaminathan
Principal Researcher
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Cynthia Dwork
Distinguished Scientist
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Series: MSR AI Distinguished Lectures and Fireside Chats
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AI and Gaming Research Summit 2021 - Fireside chat with Peter Lee and Kareem Choudhry
- Peter Lee,
- Kareem Choudhry
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Frontiers in Machine Learning: Fireside Chat
- Christopher Bishop,
- Peter Lee
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Learning over sets, subgraphs, and streams: How to accurately incorporate graph context
- Jennifer Neville,
- Paul Bennett,
- Debadeepta Dey
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Fireside Chat with Aaron Courville
- Aaron Courville,
- Susan Dumais
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Fireside Chat with Maarten de Rijke
- Maarten de Rijke,
- Susan Dumais
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First-person Perception and Interaction
- Eric Horvitz,
- Kristen Grauman
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Fireside Chat with Anca Dragan
- Anca Dragan and Eric Horvitz
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Conversations Based on Search Engine Result Pages
- Maarten de Rijke
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Fireside Chat with Michael Kearns
- Michael Kearns,
- Eric Horvitz
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The Ethical Algorithm
- Michael Kearns
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Fireside Chat with Stefanie Jegelka
- Alekh Agarwal,
- Stefanie Jegelka
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Fireside Chat with Peter Stone
- Peter Stone,
- Eric Horvitz
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Fireside Chat with Christopher Manning
- Susan Dumais,
- Christopher Manning
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Building Neural Network Models That Can Reason
- Christopher Manning
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Fireside Chat with David Blei
- David Blei,
- Susan Dumais
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The Blessings of Multiple Causes
- David Blei
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As We May Program
- Peter Norvig
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Fireside Chat with Peter Norvig
- Eric Horvitz,
- Peter Norvig
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Fireside Chat with Manuel Blum
- Eric Horvitz,
- Manuel Blum
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Fireside Chat with Dario Amodei
- Dario Amodei,
- Eric Horvitz
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Fireside Chat with Tuomas Sandholm
- Eric Horvitz,
- Tuomas Sandholm
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Super-Human AI for Strategic Reasoning
- Tuomas Sandholm