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Events

  • Sep
    10

    Kirill Nagaitsev CS PhD Prospectus: Shaping the Search in LLM-Driven Computational Kernel Optimization

    Department of Computer Science (CS)

    10:00 AM 3514, Mudd Hall ( formerly Seeley G. Mudd Library)

    EVENT DETAILS

    Optimizing computational kernels for target GPU and accelerator hardware is an important, ongoing challenge. These kernels are the performance-critical units of AI/ML models and HPC applications, where small inefficiencies compound into large costs at scale. Traditional approaches include writing custom kernels manually, which requires significant time and expertise, as well as using compilers, which apply transformations from fixed catalogs. Recent work shows that LLM-based methods can also optimize kernels effectively, often outperforming existing compilers. PIKE, the first component of my thesis, demonstrates that in LLM-based multi-agent systems for PyTorch inference optimization, achieving a cost-effective search requires careful allocation of agents and search resources.

    I propose extending PIKE to harness the strengths of tensor program superoptimization, a search-based technique that explores the space of programs within a fixed operator vocabulary to find the fastest one equivalent to the original kernel. I describe the design space that emerges from these hybrid approaches, in which a classical search technique is driven by an LLM. I further propose treating the kernel optimization search space itself as adaptable, using the LLM to modify the operator vocabulary that the superoptimizer searches over. I outline completed work on PIKE, initial steps toward integrating superoptimization as a classical search method driven by an LLM, and future directions for shaping the search in LLM-driven kernel optimization.

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    TIME Thursday, September 10, 2026 at 10:00 AM - 12:00 PM

    LOCATION 3514, 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)

  • Sep
    10

    Michael Polinski CS PhD Prospectus: Reflections on Trusting Numbers: Attacking and Defending Scientific Software

    Department of Computer Science (CS)

    2:00 PM 3514, Mudd Hall ( formerly Seeley G. Mudd Library)

    EVENT DETAILS

    TIME Thursday, September 10, 2026 at 2:00 PM - 5:00 PM

    LOCATION 3514, 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)

  • Sep
    14

    Welcome & Breakfast for New McCormick PhD Students

    McCormick School of Engineering and Applied Science

    9:00 AM LR2, Technological Institute

    EVENT DETAILS

    TIME Monday, September 14, 2026 at 9:00 AM - 10:30 AM

    LOCATION LR2, Technological Institute    map it

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    CONTACT Andi Joppie    andi.joppie@northwestern.edu EMAIL

    CALENDAR McCormick School of Engineering and Applied Science

  • Sep
    22

    Welcome & Luncheon for New Full-time Graduate Students

    McCormick School of Engineering and Applied Science

    11:00 AM Ryan Family Auditorium, Technological Institute

    EVENT DETAILS

    TIME Tuesday, September 22, 2026 at 11:00 AM - 12:30 PM

    LOCATION Ryan Family Auditorium, Technological Institute    map it

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    CONTACT Andi Joppie    andi.joppie@northwestern.edu EMAIL

    CALENDAR McCormick School of Engineering and Applied Science

  • Sep
    24

    Bagel Thursday + Discussion

    Department of Computer Science (CS)

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

    EVENT DETAILS

    TIME Thursday, September 24, 2026 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)

  • Sep
    28

    CS Seminar: What 25 Days of Optimisations Taught Me About Compilers (Matt Godbolt)

    Department of Computer Science (CS)

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

    EVENT DETAILS

    TIME Monday, September 28, 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)

  • Sep
    29

    CS Graduate Women's Breakfast

    Department of Computer Science (CS)

    8:30 AM 3514, Mudd Hall ( formerly Seeley G. Mudd Library)

    EVENT DETAILS

    TIME Tuesday, September 29, 2026 at 8:30 AM - 10:30 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)

  • Sep
    29

    CS Seminar: Manuela Veloso

    Department of Computer Science (CS)

    11:00 AM 3514, Mudd Hall ( formerly Seeley G. Mudd Library)

    EVENT DETAILS

    TIME Tuesday, September 29, 2026 at 11:00 AM - 12:00 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)

  • Oct
    5

    CS Seminar: Formal Relational Equivalence for SQL, GenAI, and Beyond (Brian Suchy)

    Department of Computer Science (CS)

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

    EVENT DETAILS

    TIME Monday, October 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)

  • Oct
    14

    CS Seminar: Imaging-Computing-Human Co-Optimizations for Visual Computing Systems (Yuhao Zhu)

    Department of Computer Science (CS)

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

    EVENT DETAILS

    TIME Wednesday, October 14, 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)

  • Oct
    29

    Bagel Thursday + Discussion

    Department of Computer Science (CS)

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

    EVENT DETAILS

    TIME Thursday, October 29, 2026 at 9:00 AM - 11:00 AM

    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)