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  • Feb
    1

    CS Seminar: Interpreting AI for Science Models: Why Explainability, Scrutiny, and Transparency Enable Scientific Discovery, Not Limit It (Austin Clyde)

    Department of Computer Science (CS)

    12:00 PM 3514, Mudd Hall ( formerly Seeley G. Mudd Library)

    EVENT DETAILS

    Wednesday / CS Seminar
    February 1st / 12:00 PM
    Hybrid / Mudd 3514

    Title: Interpreting AI for Science Models: Why Explainability, Scrutiny, and Transparency Enable Scientific Discovery, Not Limit It
    Speaker: Austin Clyde

    Zoom Link

    Livestream

    Abstract:
    Despite artificial intelligence's (AI) achievements in numerous scientific challenges, many fear that AI threatens human creativity and intelligence. These fears echo an ancient myth that writing would weaken memory and lead to only a semblance of understanding. Unlike this myth's fears, today, we find the interpretation of texts as a source of new possibilities and freedoms, not deferent regurgitation. Interpretation is not just for text but enables a range of freedoms, from developing new human rights to scientific understanding. In this talk, I argue that interpretability needs to be a first-class principle in data science education, engineering, and theory—not a post-hoc consideration—to meet global citizens' most pressing needs from science. Using examples from my research, I show how taking interpretation as a core concern leads to state-of-the-art technical solutions, such as accelerating early-stage drug discovery platforms 100-fold and developing novel solutions to the chemical enumeration problem with large-language models. Motivated by these examples, I will discuss how this conceptual shift reveals new paths for explainability research, such as treating the model development process as causal. Explainability in this plural way has exciting implications for numerous legal and human rights challenges in deploying automated decision systems. By opening data science to interpretative flexibility and providing a humanistic education within data science, citizens can contest, argue, and shape claims made by and about AI decision-making systems. This core component of agency, the freedom to interpret and shape claims, is critical to scientific success and fostering well-functioning democracies.

    Biography:
    Austin Clyde is an Assistant Computational Scientist in the Data Science and Learning Division at Argonne National Laboratory. He holds a Ph.D. in computer science from the University of Chicago, where he continues to lecture at the Pozen Family Center for Human Rights. His research has received the ACM Gordon Bell Special Prize for HPC-Based COVID-19 Research in 2020 and 2022 and a Department of Energy Secretary's Honor Award for involvement in the National Virtual Biotechnology Laboratory's COVID-19 Response. Previously, he was a visiting research fellow at the Harvard Kennedy School's Program on Science, Technology, and Society.

    more less

    TIME Wednesday, February 1, 2023 at 12:00 PM - 1:00 PM

    LOCATION 3514, Mudd Hall ( formerly Seeley G. Mudd Library)    map it

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    CONTACT Wynante R Charles    wynante.charles@northwestern.edu EMAIL

    CALENDAR Department of Computer Science (CS)

  • Apr
    29

    CS Seminar: Data-Efficient Graph Learning (Kaize Ding)

    Department of Computer Science (CS)

    12:00 PM 3514, Mudd Hall ( formerly Seeley G. Mudd Library)

    EVENT DETAILS

    TIME Monday, April 29, 2024 at 12:00 PM - 1:00 PM

    LOCATION 3514, Mudd Hall ( formerly Seeley G. Mudd Library)    map it

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    CONTACT Wynante R Charles    wynante.charles@northwestern.edu EMAIL

    CALENDAR Department of Computer Science (CS)

  • May
    1

    CS Distinguished Lecture: Tong Zhang

    Department of Computer Science (CS)

    12:00 PM 3514, Mudd Hall ( formerly Seeley G. Mudd Library)

    EVENT DETAILS

    TIME Wednesday, May 1, 2024 at 12:00 PM - 1:00 PM

    LOCATION 3514, Mudd Hall ( formerly Seeley G. Mudd Library)    map it

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    CONTACT Wynante R Charles    wynante.charles@northwestern.edu EMAIL

    CALENDAR Department of Computer Science (CS)

  • May
    8

    CS Distinguished Lecture: Monica Lam

    Department of Computer Science (CS)

    12:00 PM 3514, Mudd Hall ( formerly Seeley G. Mudd Library)

    EVENT DETAILS

    TIME Wednesday, May 8, 2024 at 12:00 PM - 1:00 PM

    LOCATION 3514, Mudd Hall ( formerly Seeley G. Mudd Library)    map it

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    CONTACT Wynante R Charles    wynante.charles@northwestern.edu EMAIL

    CALENDAR Department of Computer Science (CS)

  • May
    8

    Extending Care: A Conversation about Conservation and Futurity

    Block Museum of Art

    6:00 PM Block Museum of Art, Mary and Leigh

    EVENT DETAILSmore info

    TIME Wednesday, May 8, 2024 at 6:00 PM - 7:30 PM

    LOCATION Block Museum of Art, Mary and Leigh    map it

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    CONTACT Block Museum of Art    block-museum@northwestern.edu EMAIL

    CALENDAR Block Museum of Art

  • May
    10

    CS Distinguished Lecture: Trust, Backdoor Vulnerabilities and Possible Mitigations (Shafi Goldwasser)

    Department of Computer Science (CS)

    12:00 PM 3514, Mudd Hall ( formerly Seeley G. Mudd Library)

    EVENT DETAILS

    TIME Friday, May 10, 2024 at 12:00 PM - 1:00 PM

    LOCATION 3514, Mudd Hall ( formerly Seeley G. Mudd Library)    map it

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    CONTACT Wynante R Charles    wynante.charles@northwestern.edu EMAIL

    CALENDAR Department of Computer Science (CS)

  • May
    30

    TGI Bagel Thursday

    Department of Computer Science (CS)

    9:00 AM 3514, Mudd Hall ( formerly Seeley G. Mudd Library)

    EVENT DETAILS

    TIME Thursday, May 30, 2024 at 9:00 AM - 11:00 AM

    LOCATION 3514, Mudd Hall ( formerly Seeley G. Mudd Library)    map it

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    CONTACT Wynante R Charles    wynante.charles@northwestern.edu EMAIL

    CALENDAR Department of Computer Science (CS)

  • May
    30

    End of Year Awards

    Department of Computer Science (CS)

    3:00 PM TBA, Mudd Hall ( formerly Seeley G. Mudd Library)

    EVENT DETAILS

    TIME Thursday, May 30, 2024 at 3:00 PM - 5:00 PM

    LOCATION TBA, Mudd Hall ( formerly Seeley G. Mudd Library)    map it

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    CONTACT Wynante R Charles    wynante.charles@northwestern.edu EMAIL

    CALENDAR Department of Computer Science (CS)

  • Jun
    10

    Northwestern Engineering PhD Hooding and Master's Degree Recognition Ceremony

    McCormick School of Engineering and Applied Science

    9:00 AM Welsh-Ryan Arena

    EVENT DETAILSmore info

    TIME Monday, June 10, 2024 at 9:00 AM - 11:00 AM

    LOCATION Welsh-Ryan Arena   

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    CONTACT Amy Pokrass    amy.pokrass@northwestern.edu EMAIL

    CALENDAR McCormick School of Engineering and Applied Science

  • Jun
    10

    Northwestern Engineering Undergraduate Convocation

    McCormick School of Engineering and Applied Science

    2:00 PM Welsh-Ryan Arena

    EVENT DETAILSmore info

    TIME Monday, June 10, 2024 at 2:00 PM - 4:00 PM

    LOCATION Welsh-Ryan Arena   

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    CONTACT Amy Pokrass    amy.pokrass@northwestern.edu EMAIL

    CALENDAR McCormick School of Engineering and Applied Science

  • Aug
    14

    Undergraduate Quantum Summer School

    McCormick School of Engineering and Applied Science

    All Day Ford Motor Company Engineering Design Center

    EVENT DETAILSmore info

    TIME Wednesday, August 14, 2024

    LOCATION Ford Motor Company Engineering Design Center    map it

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    CONTACT Dongyang Li    lidongyang@northwestern.edu EMAIL

    CALENDAR McCormick School of Engineering and Applied Science