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Events

  • Feb
    16

    CS Seminar: Theoretical understanding of learning through the computational lens (Binghui Peng)

    Department of Computer Science (CS)

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

    EVENT DETAILS

    Friday / CS Seminar
    February 16th / 12:00 PM
    In Person / Mudd 3514

    Speaker
    Binghui Peng

    Talk Title
    Theoretical understanding of learning through the computational lens

    Abstract
    One of the major mysteries in science is the towering success of machine learning. In this talk, I will present my work on advancing our theoretical understanding of learning and intelligence through the computational perspective. First, I will talk about the fundamental role of memory in learning, highlighting its importance in continual learning as well as decision making and optimization. Second, I will present an exponential improvement in swap-regret minimization algorithms, which achieves near-optimal computation/communication/iteration complexity for computing a correlated equilibrium, and implies the first polynomial-time algorithm for games with an exponentially large action space (e.g. Bayesian and extensive-form games). Finally, I will talk about learning over evolving data, and conclude the talk with future research directions and my vision for a computational understanding of learning.

    Biography
    Binghui Peng is a fifth year Ph.D. student at Columbia University, advised by Christos Papadimitriou and Xi Chen. Previously, he studied Computer Science with the Yao Class in Tsinghua. He studies the theory of computation and develops algorithms and complexity theory for machine learning, artificial intelligence and game theory. His research works have addressed long-standing questions in learning theory and game theory, and his research papers were published in theory conferences (STOC/FOCS/SODA; in the latter he has best student paper award) and ML conferences (NeurIPS/ICLR/ACL).

    Research Interests/Area
    Theory

    more less

    TIME Friday, February 16, 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)

  • Jun
    3

    Yian Su CS PhD Final Defense: Automating Parallel Execution Plan Selection and Tuning

    Department of Computer Science (CS)

    2:00 PM mudd 3501, Mudd Hall ( formerly Seeley G. Mudd Library)

    EVENT DETAILS

    TIME Wednesday, June 3, 2026 at 2:00 PM - 4:00 PM

    LOCATION mudd 3501, Mudd Hall ( formerly Seeley G. Mudd Library)    map it

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    CONTACT Jensen Smith    jensen.smith@northwestern.edu EMAIL

    CALENDAR Department of Computer Science (CS)

  • Jun
    5

    Jiahao Yu CS PhD Final Defense: Advancing Cybersecurity through Explainable AI

    Department of Computer Science (CS)

    9:00 AM

    EVENT DETAILS

    TIME Friday, June 5, 2026 at 9:00 AM - 11:00 AM

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    CONTACT Jensen Smith    jensen.smith@northwestern.edu EMAIL

    CALENDAR Department of Computer Science (CS)

  • Jun
    12

    CSSI End of Year BBQ

    Department of Computer Science (CS)

    5:00 PM

    EVENT DETAILS

    TIME Friday, June 12, 2026 at 5:00 PM - 7:00 PM

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    CONTACT Computer Science Social Initiative    cssi@U.NORTHWESTERN.EDU EMAIL

    CALENDAR Department of Computer Science (CS)

  • Jun
    15

    Northwestern Engineering PhD Hooding and Master's Degree Recognition Ceremony

    McCormick School of Engineering and Applied Science

    9:00 AM

    EVENT DETAILS

    TIME Monday, June 15, 2026 at 9:00 AM - 11:00 AM

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    CONTACT Andi Joppie    andi.joppie@northwestern.edu EMAIL

    CALENDAR McCormick School of Engineering and Applied Science

  • Jun
    15

    Northwestern Engineering Undergraduate Convocation

    McCormick School of Engineering and Applied Science

    2:00 PM

    EVENT DETAILS

    TIME Monday, June 15, 2026 at 2:00 PM - 4:00 PM

    ADD TO CALENDAR

    CONTACT Andi Joppie    andi.joppie@northwestern.edu EMAIL

    CALENDAR McCormick School of Engineering and Applied Science