News & Events
Department Events & Announcements

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

    ADD TO CALENDAR

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

    CALENDAR Department of Computer Science (CS)

  • 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

    ADD TO CALENDAR

    CONTACT Dongyang Li    lidongyang@northwestern.edu EMAIL

    CALENDAR McCormick School of Engineering and Applied Science

  • Aug
    15

    Undergraduate Quantum Summer School

    McCormick School of Engineering and Applied Science

    All Day Ford Motor Company Engineering Design Center

    EVENT DETAILSmore info

    TIME Thursday, August 15, 2024

    LOCATION Ford Motor Company Engineering Design Center    map it

    ADD TO CALENDAR

    CONTACT Dongyang Li    lidongyang@northwestern.edu EMAIL

    CALENDAR McCormick School of Engineering and Applied Science

  • Sep
    16

    Computer Science Incoming MS Placement Exam

    Department of Computer Science (CS)

    All Day

    EVENT DETAILS

    TIME Monday, September 16, 2024

    ADD TO CALENDAR

    CONTACT MS Student Help    ms-help@cs.northwestern.edu EMAIL

    CALENDAR Department of Computer Science (CS)

  • Sep
    16

    Computer Science PhD Orientation

    Department of Computer Science (CS)

    8:00 AM Mudd Hall (Mudd Hall ( formerly Seeley G. Mudd Library))3514, Mudd Hall ( formerly Seeley G. Mudd Library)

    EVENT DETAILS

    TIME Monday, September 16, 2024 at 8:00 AM - 5:00 PM

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

    ADD TO CALENDAR

    CONTACT PhD Student Help    phd-student-help@cs.northwestern.edu EMAIL

    CALENDAR Department of Computer Science (CS)

  • Sep
    24

    Fall 2024 Classes Begin (No Northwestern Monday in Fall)

    University Academic Calendar

    All Day

    EVENT DETAILS

    TIME Tuesday, September 24, 2024

    ADD TO CALENDAR

    CONTACT Office of the Registrar    nu-registrar@northwestern.edu EMAIL

    CALENDAR University Academic Calendar

  • Sep
    25

    CS Seminar

    Department of Computer Science (CS)

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

    EVENT DETAILS

    TIME Wednesday, September 25, 2024 at 12:00 PM - 1:00 PM

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

    ADD TO CALENDAR

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

    CALENDAR Department of Computer Science (CS)

  • Sep
    30

    Last day to add a class or change a section for Fall (Last day for tuition adjustment related to enrollment changes (to or from full-time). No reductions are made to bills for dropped or swapped classes after this date)

    University Academic Calendar

    All Day

    EVENT DETAILS

    TIME Monday, September 30, 2024

    ADD TO CALENDAR

    CONTACT Office of the Registrar    nu-registrar@northwestern.edu EMAIL

    CALENDAR University Academic Calendar

  • Sep
    30

    CS Seminar

    Department of Computer Science (CS)

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

    EVENT DETAILS

    TIME Monday, September 30, 2024 at 12:00 PM - 1:00 PM

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

    ADD TO CALENDAR

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

    CALENDAR Department of Computer Science (CS)

  • Oct
    2

    CS Seminar

    Department of Computer Science (CS)

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

    EVENT DETAILS

    TIME Wednesday, October 2, 2024 at 12:00 PM - 1:00 PM

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

    ADD TO CALENDAR

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

    CALENDAR Department of Computer Science (CS)

  • Oct
    7

    CS Seminar

    Department of Computer Science (CS)

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

    EVENT DETAILS

    TIME Monday, October 7, 2024 at 12:00 PM - 1:00 PM

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

    ADD TO CALENDAR

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

    CALENDAR Department of Computer Science (CS)