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  • Feb
    26

    CS Student Seminar: Zihan Wang

    Department of Computer Science (CS)

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

    EVENT DETAILS

    Hosted By CSPAC

    Title: When AI Agents Stop Listening: Measuring Reasoning Drift in LLM Agent Reinforcement Learning with RAGEN

    Abstract: Foundation-model agents are increasingly trained in the loop: they act, receive feedback, and update based on the consequences of their own behavior. This closed-loop paradigm offers a direct path toward stronger long-horizon capability, but it also introduces reliability challenges that are less visible in static supervised learning. In the RAGEN line of work, closed-loop agent training is treated as a systems-and-learning problem: how to make training measurable, how to keep it stable under interaction, and how to ensure the resulting behaviors remain correctable and input-grounded.
    This talk will cover a unified perspective across several RAGEN results. First, we will introduce diagnostics that probe multi-turn failure modes—settings where agents remain fluent and confident while weakening their dependence on the specific input, or where training appears to improve aggregate reward while degrading instance-level grounding. Second, we will summarize mechanism views for why these failures emerge in reinforcement learning, emphasizing low-signal updates, the variance structure of feedback, and template-like attractors induced by repeated rollouts. Finally, we will outline lightweight stabilization strategies that improve grounding and training robustness across tasks and modalities, without requiring heavy architectural changes.

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    What is CSPAC?

    We are the CS PhD Advisory Council. We are a PhD student-led organization, and our mandate is to interface between PhD students and faculty on academic issues. We want to advocate for PhD students in the department, so if there is some way we can support you, please come talk to us. We welcome PhD students to our weekly meetings on Tuesdays, 4:00-5:00pm in Mudd 3501 and on zoom. We also welcome anonymous concerns/feedback at any time via this form. Anyone in the community can reach us at cspac@u.northwestern.edu.

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    TIME Thursday, February 26, 2026 at 12:00 PM - 1:00 PM

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

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    CONTACT CSPAC    cspac@u.northwestern.edu EMAIL

    CALENDAR Department of Computer Science (CS)

  • Feb
    23

    CS Seminar: Toward Faster Algebraic Computation: An Isomorphism Perspective (Xiaorui Sun)

    Department of Computer Science (CS)

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

    EVENT DETAILS

    TIME Monday, February 23, 2026 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)

  • Feb
    25

    CS Seminar: Challenges of Modern Static Analysis: Configuration, Flakiness and Testing (Austin Mordahl)

    Department of Computer Science (CS)

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

    EVENT DETAILS

    TIME Wednesday, February 25, 2026 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)

  • Feb
    26

    BHM Bagel Thursday

    Department of Computer Science (CS)

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

    EVENT DETAILS

    TIME Thursday, February 26, 2026 at 9:00 AM - 11:00 AM

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

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    CONTACT Bella Barrios    marbella.barrios@northwestern.edu EMAIL

    CALENDAR Department of Computer Science (CS)

  • Mar
    2

    CS Seminar: Data-Driven Neural Mesh Editing – without 3D Data (Rana Hanocka)

    Department of Computer Science (CS)

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

    EVENT DETAILS

    TIME Monday, March 2, 2026 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)

  • Mar
    5

    CS Student Seminar: Nathaniel Hejduk

    Department of Computer Science (CS)

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

    EVENT DETAILS

    TIME Thursday, March 5, 2026 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)

  • Mar
    11

    CS Seminar: Auto-Formalization for Trustworthy Planning (Li "Harry" Zhang)

    Department of Computer Science (CS)

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

    EVENT DETAILS

    TIME Wednesday, March 11, 2026 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)

  • Mar
    12

    CS Student Seminar: David Krasowska

    Department of Computer Science (CS)

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

    EVENT DETAILS

    TIME Thursday, March 12, 2026 at 12:00 PM - 1:00 PM

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

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    CONTACT CSPAC    cspac@u.northwestern.edu EMAIL

    CALENDAR Department of Computer Science (CS)

  • Apr
    6

    CS Joint Seminar: From Data to Design: Rethinking Engineering Design With Next-Gen AI (Faez Ahmed)

    Department of Computer Science (CS)

    3:00 PM ITW 1350, Ford Motor Company Engineering Design Center

    EVENT DETAILS

    TIME Monday, April 6, 2026 at 3:00 PM - 4:00 PM

    LOCATION ITW 1350, Ford Motor Company Engineering Design Center    map it

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

    CALENDAR Department of Computer Science (CS)

  • Apr
    13

    CS Seminar: Arindam Banerjee

    Department of Computer Science (CS)

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

    EVENT DETAILS

    TIME Monday, April 13, 2026 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
    22

    CS Seminar: Lev Reyzin

    Department of Computer Science (CS)

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

    EVENT DETAILS

    TIME Wednesday, April 22, 2026 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)