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  • Nov
    10

    CS Seminar: TUSQ: Tracking, Uncomputation, and Sampling for Noisy Quantum Simulation (Siddharth Dangwal)

    Department of Computer Science (CS)

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

    EVENT DETAILS

    Tuesday / CS Seminar
    November 10 / 9:00 AM
    Mudd 3514

    Speaker
    Siddharth Dangwal, UChicago

    Talk Title
    TUSQ: Tracking, Uncomputation, and Sampling for Noisy Quantum Simulation

    Abstract

    Quantum computers have improved in size and quality in recent years, enabling the execution of complex circuits. However, for most researchers, access to compute time is limited. This necessitates the development of simulators that mimic noisy quantum hardwareaccurately and scalably. The ideal way to simulate noisy systems is via Density Matrix Simulation (DMS). However, its high memory footprint limits its scalability. Consequently, noisy simulations are performed in two steps: (a) sampling multiple circuits with fixed noisy gates from the stochastic noise channels, (b) performing the State Vector Simulations (SVS) of these circuits and averaging their output to obtain the effective noisy simulation result. This often leads to a substantial increase in compute overhead, slowing down the simulation. Existing methods solve this problem by caching critical intermediate results in memory and reusing them. However, when a simulation task is both compute and memory-intensive, we need to eliminate computational overheads without incurring extra memory overheads. To enable fast simulation in the compute and memory bound regime, we propose TUSQ - Tracking, Uncomputation, and Sampling for Noisy Quantum Simulation. TUSQ is composed of two modules: the Error Characterization Module (ECM), and Depth First Tree Traversal (DFTT). The ECM characterizes errors so that the simulator can eliminate redundant circuit instances (via ER Tallying and ER Commutation), followed by importance sampling (in the Pruning stage), significantly reducing the number of circuits to be simulated relative to the baseline strategy of simulating all circuits. This is followed by DFTT, which computes the statevectors for these sampled circuits efficiently by taking advantage of circuit similarity, representing similar circuits in a tree and using computation and uncomputation to traverse the tree efficiently. TUSQ is evaluated for a total of 198 benchmarks, executed for 1 million shots and reports an average speedup of 59.06× and 13.38× over Qiskit and CUDA-Q, with a maximum speedup of 7878.03× and 439.38×, respectively. We also compare TUSQ against TQSim in the time and memory-critical regime. We observe an average and maximum speedup of 39.32× and 3134.31×, respectively.

    Other than TUSQ, the author will also briefly touch upon his other research directions, including runtime recompilation for circuits that change at runtime and enhancing syndrome-assisted runtime calibration of quantum hardware by local amplification of gate errors.

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    TIME Tuesday, November 10, 2026 at 9:00 AM - 10:00 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)

  • Nov
    9

    Distinguished Lecture: AI Challenges: Trustworthy Collaboration, World Discovery, and Long-Horizon Memory (Mohit Bansal)

    Department of Computer Science (CS)

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

    EVENT DETAILS

    TIME Monday, November 9, 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)

  • Nov
    13

    IDEAL Workshop: Reinforcement Learning for Reasoning

    Department of Computer Science (CS)

    9:15 AM 3514, Mudd Hall ( formerly Seeley G. Mudd Library)

    EVENT DETAILSmore info

    TIME Friday, November 13, 2026 at 9:15 AM - 5:00 PM

    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)

  • Nov
    16

    Regular registration for Winter quarter begins

    University Academic Calendar

    All Day

    EVENT DETAILS

    TIME Monday, November 16, 2026

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

    CALENDAR University Academic Calendar

  • Nov
    16

    CS Seminar: (Zain Saleem)

    Department of Computer Science (CS)

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

    EVENT DETAILS

    TIME Monday, November 16, 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)

  • Nov
    17

    CS Seminar: AI Safety from the Inside: Notes from 20 Years of Building AI (Nathan Nichols)

    Department of Computer Science (CS)

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

    EVENT DETAILS

    TIME Tuesday, November 17, 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)

  • Nov
    19

    Bagel Thursday + Discussion

    Department of Computer Science (CS)

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

    EVENT DETAILS

    TIME Thursday, November 19, 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)

  • Nov
    20

    Dissertation, PhD Final Exam, and change of grade forms due to TGS for Fall PhD candidates

    University Academic Calendar

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    EVENT DETAILS

    TIME Friday, November 20, 2026

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

    CALENDAR University Academic Calendar

  • Nov
    25

    Thanksgiving Vacation begins at 6:00 PM (No classes, University offices closed)

    University Academic Calendar

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    EVENT DETAILS

    TIME Wednesday, November 25, 2026

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

    CALENDAR University Academic Calendar

  • Nov
    30

    Fall Classes Resume

    University Academic Calendar

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    EVENT DETAILS

    TIME Monday, November 30, 2026

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

    CALENDAR University Academic Calendar

  • Dec
    4

    Holiday Party

    Department of Computer Science (CS)

    12:00 PM

    EVENT DETAILS

    TIME Friday, December 4, 2026 at 12:00 PM - 2:00 PM

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

    CALENDAR Department of Computer Science (CS)

  • Dec
    5

    Fall classes end

    University Academic Calendar

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    EVENT DETAILS

    TIME Saturday, December 5, 2026

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

    CALENDAR University Academic Calendar

  • Dec
    7

    Fall Exams begin

    University Academic Calendar

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    EVENT DETAILS

    TIME Monday, December 7, 2026

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

    CALENDAR University Academic Calendar

  • Dec
    9

    Marko Sterbentz CS PhD Final Defense: A Neurosymbolic Approach to Analytics-Augmented Generation

    Department of Computer Science (CS)

    6:00 PM

    EVENT DETAILS

    TIME Wednesday, December 9, 2026 at 6:00 PM - 8:00 PM

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    CONTACT Jensen Smith    jensen.smith@northwestern.edu EMAIL

    CALENDAR Department of Computer Science (CS)

  • Dec
    12

    Fall exams end

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    EVENT DETAILS

    TIME Saturday, December 12, 2026

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

    CALENDAR University Academic Calendar

  • Dec
    12

    Northwestern Engineering PhD Hooding and Master's Recognition Ceremony

    McCormick School of Engineering and Applied Science

    4:00 PM Pick-Staiger Concert Hall

    EVENT DETAILSmore info

    TIME Saturday, December 12, 2026 at 4:00 PM - 6:00 PM

    LOCATION Pick-Staiger Concert Hall    map it

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    CONTACT Andi Joppie    andi.joppie@northwestern.edu EMAIL

    CALENDAR McCormick School of Engineering and Applied Science

  • Dec
    24

    Winter Recess Starts - University Closed Through January 1st, 2027

    University Academic Calendar

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    EVENT DETAILS

    TIME Thursday, December 24, 2026

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

    CALENDAR University Academic Calendar