Fisher Flow Matching for Generative Modeling over Discrete Data

23 May 2024

Oscar Davis

Samuel Kessler

Mircea Petrache

.Ismail .Ilkan Ceylan

Michael M. Bronstein

A. Bose

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Papers citing "Fisher Flow Matching for Generative Modeling over Discrete Data"

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Title
Multi-Objective-Guided Discrete Flow Matching for Controllable Biological Sequence Design Tong Chen Yinuo Zhang Sophia Tang Pranam Chatterjee 12 0 0 11 May 2025
$α$ -Flow: A Unified Framework for Continuous-State Discrete Flow Matching Models Chaoran Cheng Jiahan Li Jiajun Fan Ge Liu 18 0 0 14 Apr 2025
Gumbel-Softmax Flow Matching with Straight-Through Guidance for Controllable Biological Sequence Generation Sophia Tang Yinuo Zhang Alexander Tong Pranam Chatterjee 36 1 0 21 Mar 2025
Flows on convex polytopes Tomek Diederen Nicola Zamboni 35 0 0 13 Mar 2025
Theoretical Benefit and Limitation of Diffusion Language Model Guhao Feng Yihan Geng Jian-Yu Guan Wei Yu Wu Liwei Wang Di He DiffM 41 0 0 13 Feb 2025
Bayesian Flow Is All You Need to Sample Out-of-Distribution Chemical Spaces Nianze Tao OOD OODD BDL 93 0 0 16 Dec 2024
Exploring Discrete Flow Matching for 3D De Novo Molecule Generation Ian Dunn D. Koes 71 4 0 25 Nov 2024
Wasserstein Flow Matching: Generative modeling over families of distributions D. Haviv Aram-Alexandre Pooladian D. Pe’er Brandon Amos OOD 27 0 0 01 Nov 2024
WorldSimBench: Towards Video Generation Models as World Simulators Yiran Qin Zhelun Shi Jiwen Yu Xijun Wang Enshen Zhou ... Lu Sheng Jing Shao Lei Bai Wanli Ouyang Ruimao Zhang EGVM VGen 113 364 0 23 Oct 2024
Steering Masked Discrete Diffusion Models via Discrete Denoising Posterior Prediction Jarrid Rector-Brooks Mohsin Hasan Zhangzhi Peng Zachary Quinn Chenghao Liu ... Michael Bronstein Yoshua Bengio Pranam Chatterjee Alexander Tong Avishek Joey Bose DiffM 34 4 0 10 Oct 2024
How Discrete and Continuous Diffusion Meet: Comprehensive Analysis of Discrete Diffusion Models via a Stochastic Integral Framework Yinuo Ren Haoxuan Chen Grant M. Rotskoff Lexing Ying 33 3 0 04 Oct 2024
PnP-Flow: Plug-and-Play Image Restoration with Flow Matching Ségolène Martin Anne Gagneux Paul Hagemann Gabriele Steidl 25 9 0 03 Oct 2024
Generative Assignment Flows for Representing and Learning Joint Distributions of Discrete Data Bastian Boll Daniel Gonzalez-Alvarado Stefania Petra Christoph Schnörr 28 4 0 06 Jun 2024
Generative Modeling of Discrete Joint Distributions by E-Geodesic Flow Matching on Assignment Manifolds Bastian Boll Daniel Gonzalez-Alvarado Christoph Schnörr DRL 37 3 0 12 Feb 2024
Dirichlet Flow Matching with Applications to DNA Sequence Design Hannes Stärk Bowen Jing Chenyu Wang Gabriele Corso Bonnie Berger Regina Barzilay Tommi Jaakkola BDL 34 45 0 08 Feb 2024
Generative Flows on Discrete State-Spaces: Enabling Multimodal Flows with Applications to Protein Co-Design Andrew Campbell Jason Yim Regina Barzilay Tom Rainforth Tommi Jaakkola AI4CE 57 96 0 07 Feb 2024
Lumiere: A Space-Time Diffusion Model for Video Generation Omer Bar-Tal Hila Chefer Omer Tov Charles Herrmann Roni Paiss ... T. Michaeli Oliver Wang Deqing Sun Tali Dekel Inbar Mosseri VGen 101 214 0 23 Jan 2024
Sparks of Artificial General Intelligence: Early experiments with GPT-4 Sébastien Bubeck Varun Chandrasekaran Ronen Eldan J. Gehrke Eric Horvitz ... Scott M. Lundberg Harsha Nori Hamid Palangi Marco Tulio Ribeiro Yi Zhang ELM AI4MH AI4CE ALM 197 2,232 0 22 Mar 2023
Matching Normalizing Flows and Probability Paths on Manifolds Heli Ben-Hamu Samuel N. Cohen Joey Bose Brandon Amos Aditya Grover Maximilian Nickel Ricky T. Q. Chen Y. Lipman 47 39 0 11 Jul 2022
Diffusion-LM Improves Controllable Text Generation Xiang Lisa Li John Thickstun Ishaan Gulrajani Percy Liang Tatsunori B. Hashimoto AI4CE 163 537 0 27 May 2022
Riemannian Score-Based Generative Modelling Valentin De Bortoli Emile Mathieu M. Hutchinson James Thornton Yee Whye Teh Arnaud Doucet DiffM 203 163 0 06 Feb 2022