EPiC-ly Fast Particle Cloud Generation with Flow-Matching and Diffusion

EPiC-ly Fast Particle Cloud Generation with Flow-Matching and Diffusion

29 September 2023

Gregor Kasieczka

Guillaume Quétant

Debajyoti Sengupta

Papers citing "EPiC-ly Fast Particle Cloud Generation with Flow-Matching and Diffusion"

13 / 13 papers shown

Title
Online Difficulty Filtering for Reasoning Oriented Reinforcement Learning Sanghwan Bae Jiwoo Hong Min Young Lee Hanbyul Kim Jeongyeon Nam Donghyun Kwak OffRL LRM 48 3 0 04 Apr 2025
Generative Unfolding with Distribution Mapping A. Butter S. Diefenbacher Nathan Huetsch Vinicius Mikuni Benjamin Nachman Sofia Palacios Schweitzer Tilman Plehn DiffM 33 1 0 04 Nov 2024
Variational inference for pile-up removal at hadron colliders with diffusion models M. Algren C. Pollard J. A. Raine T. Golling 19 0 0 29 Oct 2024
SIGMA: Single Interpolated Generative Model for Anomalies Ranit Das David Shih DiffM 33 2 0 27 Oct 2024
EventFlow: Forecasting Continuous-Time Event Data with Flow Matching Gavin Kerrigan Kai Nelson Padhraic Smyth AI4TS 35 1 0 09 Oct 2024
Calibrating Bayesian Generative Machine Learning for Bayesiamplification S. Bieringer S. Diefenbacher Gregor Kasieczka Mathias Trabs 18 3 0 01 Aug 2024
PIPPIN: Generating variable length full events from partons Guillaume Quétant J. A. Raine Matthew Leigh Debajyoti Sengupta T. Golling 22 3 0 18 Jun 2024
Convolutional L2LFlows: Generating Accurate Showers in Highly Granular Calorimeters Using Convolutional Normalizing Flows Thorsten Buss F. Gaede Gregor Kasieczka Claudius Krause David Shih AI4CE 28 6 0 30 May 2024
Full Event Particle-Level Unfolding with Variable-Length Latent Variational Diffusion Alexander Shmakov Kevin Greif M. Fenton A. Ghosh Pierre Baldi D. Whiteson DiffM 108 9 0 22 Apr 2024
Improving new physics searches with diffusion models for event observables and jet constituents Debajyoti Sengupta Matthew Leigh J. A. Raine Samuel Klein T. Golling DiffM 32 15 0 15 Dec 2023
Flow Matching Beyond Kinematics: Generating Jets with Particle-ID and Trajectory Displacement Information Joschka Birk E. Buhmann Cedric Ewen Gregor Kasieczka David Shih 30 12 0 30 Nov 2023
DeepTreeGANv2: Iterative Pooling of Point Clouds M. Scham D. Krücker Kerstin Borras 3DPC 13 2 0 24 Nov 2023
CaloFlow II: Even Faster and Still Accurate Generation of Calorimeter Showers with Normalizing Flows Claudius Krause David Shih 29 64 0 21 Oct 2021