Nov 16 – 21, 2025
Tsung-Dao Lee Institute
Asia/Shanghai timezone

Session

Cosmology 5

Nov 20, 2025, 10:55 AM
Tianwen Hall

Tianwen Hall

Conveners

Cosmology 5

  • Hanyu Zhang (University of Waterloo)

Description

Emulator and Field Level Inference

Presentation materials

There are no materials yet.

  1. Dr Yu Yu (Shanghai Jiao Tong University)
    11/20/25, 10:55 AM
    Cosmology and Large-scale Structure
    Talk

    In this talk I will introduce Kun, a recently finished high resolution simulation suite for precision cosmology and Chinese Space Station Survey Telescope cosmology science. The Kun suite consists of 129 simulations covering 8 dimensional cosmological parameter space, including dynamic dark energy and massive neutrinos. The CSST Emulator constructed on Kun suite has competitive performance in...

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  2. Zhao Chen (Shanghai Jiao Tong University)
    11/20/25, 11:15 AM
    Cosmology and Large-scale Structure
    Talk

    The nonlinear matter power spectrum is the basic statistic in cosmological analysis. However, the theoretical prediction with percent-level accuracy is only from the expansive numerical simulation, which is feasible in the likelihood analysis. The solution is to construct an emulator using a finite number of simulations in a given parameter space. However, most emulators cannot cover the...

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  3. Jiaqi WANG (Shanghai Jiaotong University)
    11/20/25, 11:30 AM
    Cosmology and Large-scale Structure
    Talk

    Persistent homology is a powerful tool from the field of topological data analysis, which has shown promise as a novel statistic for cosmological parameter estimation. Compared with traditional two-point statistics, topological measurement presents information on a wide variety of scales and demonstrates a higher sensitivity to distinguish neutrino mass. We build a FLAMINGO-based topology...

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  4. Shuren Zhou
    11/20/25, 11:45 AM
    Talk

    We present a hybrid Lagrangian bias expansion emulator for the upcoming China Space Station Telescope (CSST) survey. We combine the Lagrangian bias expansion and the accurate dynamical evolution from N-body simulation, to predict the power spectrum of the biased tracer in real space. We employ the Kun simulation suite to construct the emulator, emulating across the space of 8 cosmological...

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  5. Leande Thiele (Kavli IPMU)
    11/20/25, 12:00 PM
    Cosmology and Large-scale Structure
    Talk

    Many inverse problems are only implicitly defined through a forward simulator.
    In such cases, no closed-form likelihood function is known.
    In cosmology, the canonical example is parameter inference from higher-order and field-level statistics.
    By training neural networks on samples generated by the simulator, one can obtain an approximate likelihood and thus perform parameter inference.
    I...

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