Consistency Models for Scalable and Fast Simulation-Based Inference

Consistency Models for Scalable and Fast Simulation-Based Inference

9 December 2023

Paul-Christian Bürkner

Stefan T. Radev

Papers citing "Consistency Models for Scalable and Fast Simulation-Based Inference"

10 / 10 papers shown

Title
Uncertainty-Aware Surrogate-based Amortized Bayesian Inference for Computationally Expensive Models Stefania Scheurer Philipp Reiser Tim Brünnette Wolfgang Nowak A. Guthke Paul-Christian Bürkner 36 0 0 13 May 2025
Simulation-based inference with the Python Package sbijax Simon Dirmeier S. Ulzega Antonietta Mira Carlo Albert 38 1 0 28 Sep 2024
Amortized Bayesian Multilevel Models Daniel Habermann Marvin Schmitt Lars Kühmichel Andreas Bulling Stefan T. Radev Paul-Christian Bürkner 70 4 0 23 Aug 2024
Fuse It or Lose It: Deep Fusion for Multimodal Simulation-Based Inference Marvin Schmitt Stefan T. Radev Paul-Christian Bürkner 58 5 0 17 Nov 2023
Leveraging Self-Consistency for Data-Efficient Amortized Bayesian Inference Marvin Schmitt Desi R. Ivanova Daniel Habermann Baixu Chen Jie Jiang Stefan T. Radev FedML 35 5 0 06 Oct 2023
Simulation-based inference using surjective sequential neural likelihood estimation Simon Dirmeier Carlo Albert Fernando Perez-Cruz 28 6 0 02 Aug 2023
Sequential Neural Score Estimation: Likelihood-Free Inference with Conditional Score Based Diffusion Models Louis Sharrock J. Simons Song Liu Mark Beaumont DiffM 64 34 0 10 Oct 2022
Simulation Intelligence: Towards a New Generation of Scientific Methods Alexander Lavin D. Krakauer Hector Zenil Justin Emile Gottschlich Tim Mattson ... A. Hanuka Manuela Veloso Samuel A. Assefa Stephan Zheng Avi Pfeffer 40 105 0 06 Dec 2021
Benchmarking Simulation-Based Inference Jan-Matthis Lueckmann Jan Boelts David S. Greenberg P. J. Gonçalves Jakob H. Macke 104 185 0 12 Jan 2021
DDSP: Differentiable Digital Signal Processing Jesse Engel Lamtharn Hantrakul Chenjie Gu Adam Roberts DiffM 94 373 0 14 Jan 2020