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Improving and generalizing flow-based generative models with minibatch optimal transport

1 February 2023

Nikolay Malkin

Guy Wolf

Papers citing "Improving and generalizing flow-based generative models with minibatch optimal transport"

50 / 330 papers shown

Title
Learning Explicit Single-Cell Dynamics Using ODE Representations Jan-Philipp von Bassewitz Adeel Pervez Marco Fumero Matthew Robinson Theofanis Karaletsos Francesco Locatello PINN AI4CE 196 1 0 03 Oct 2025
ContextFlow: Context-Aware Flow Matching For Trajectory Inference From Spatial Omics Data Santanu Rathod Francesco Ceccarelli S. Holden Pietro Lio Xiao Zhang Jovan Tanevski 96 0 0 03 Oct 2025
FLOWR.root: A flow matching based foundation model for joint multi-purpose structure-aware 3D ligand generation and affinity prediction Julian Cremer Tuan Le Mohammad M. Ghahremanpour Emilia Sługocka Filipe Menezes Djork-Arné Clevert 344 0 0 02 Oct 2025
Riemannian Consistency Model Chaoran Cheng Yusong Wang Yuxin Chen Xiangxin Zhou Nanning Zheng Ge Liu 221 0 0 01 Oct 2025
Multi-Marginal Flow Matching with Adversarially Learnt Interpolants Oskar Kviman Kirill Tamogashev Nicola Branchini Victor Elvira Jens Lagergren Nikolay Malkin 132 0 0 01 Oct 2025
Reweighted Flow Matching via Unbalanced OT for Label-free Long-tailed Generation Hyunsoo Song Minjung Gim Jaewoong Choi OT 199 0 0 30 Sep 2025
Swift: An Autoregressive Consistency Model for Efficient Weather Forecasting Jason Stock T. Arcomano R. Kotamarthi DiffM 153 4 0 30 Sep 2025
MarS-FM: Generative Modeling of Molecular Dynamics via Markov State Models Kacper Kapusniak Cristian Gabellini Michael Bronstein Prudencio Tossou Francesco Di Giovanni 104 0 0 29 Sep 2025
FlashI2V: Fourier-Guided Latent Shifting Prevents Conditional Image Leakage in Image-to-Video Generation Yunyang Ge Xinhua Cheng ChengShu Zhao Xianyi He Shenghai Yuan Bin Lin Bin Zhu Li Yuan VGen VLM 188 0 0 29 Sep 2025
Diffusion Bridge or Flow Matching? A Unifying Framework and Comparative Analysis Kaizhen Zhu Mokai Pan Zhechuan Yu Jingya Wang Jingyi Yu Ye-ling Shi DiffM 201 2 0 29 Sep 2025
Let Physics Guide Your Protein Flows: Topology-aware Unfolding and Generation Yogesh Verma Markus Heinonen Vikas Garg DiffM AI4CE 424 0 0 29 Sep 2025
Impute-MACFM: Imputation based on Mask-Aware Flow Matching Dengyi Liu Honggang Wang Hua Fang 124 0 0 27 Sep 2025
Universal Inverse Distillation for Matching Models with Real-Data Supervision (No GANs) Nikita Kornilov David Li Tikhon Mavrin Aleksei Leonov Nikita Gushchin Evgeny Burnaev Iaroslav Koshelev Alexander Korotin 108 0 0 26 Sep 2025
Slicing Wasserstein Over Wasserstein Via Functional Optimal Transport Moritz Piening Robert Beinert 89 0 0 26 Sep 2025
MimicDreamer: Aligning Human and Robot Demonstrations for Scalable VLA Training Haoyun Li Ivan Zhang Runqi Ouyang Xiaofeng Wang Zheng Zhu ... Xinze Chen Yun Ye Guan Huang Zhenbo Song Xingang Wang 212 7 0 26 Sep 2025
Transport Based Mean Flows for Generative Modeling Elaheh Akbari Ping He Ahmadreza Moradipari Yikun Bai Soheil Kolouri DiffM 129 1 0 26 Sep 2025
Energy Guided Geometric Flow Matching Aaron Zweig Mingxuan Zhang Elham Azizi David A. Knowles 116 0 0 25 Sep 2025
Federated Flow Matching Zifan Wang Anqi Dong Mahmoud Selim Michael M. Zavlanos Karl H. Johansson FedML 224 0 0 25 Sep 2025
Latent Iterative Refinement Flow: A Geometric-Constrained Approach for Few-Shot Generation Songtao Li Zhenyu Liao Tianqi Hou Ting Gao 84 0 0 24 Sep 2025
MultiSoundGen: Video-to-Audio Generation for Multi-Event Scenarios via SlowFast Contrastive Audio-Visual Pretraining and Direct Preference Optimization Jianxuan Yang Xiaoran Yang Lipan Zhang Xinyue Guo Zhao Wang Gongping Huang VGen 150 0 0 24 Sep 2025
CAR-Flow: Condition-Aware Reparameterization Aligns Source and Target for Better Flow Matching Chen Chen Pengsheng Guo Liangchen Song Jiasen Lu Rui Qian Xinze Wang Tsu-Jui Fu Wei Liu Yinfei Yang Alex Schwing DiffM OOD 137 0 0 23 Sep 2025
Discrete-Time Diffusion-Like Models for Speech Synthesis Xiaozhou Tan Minghui Zhao Mattias Cross DiffM 146 0 0 22 Sep 2025
MANZANO: A Simple and Scalable Unified Multimodal Model with a Hybrid Vision Tokenizer Yanghao Li Rui Qian Bowen Pan Haotian Zhang Haoshuo Huang ... Zhengdong Zhang Chen Chen Yang Zhao Ruoming Pang Zhifeng Chen MLLM 204 4 0 19 Sep 2025
LowDiff: Efficient Diffusion Sampling with Low-Resolution Condition Jiuyi Xu Qing Jin Meida Chen Andrew Feng Yang Sui Yangming Shi DiffM 132 0 0 18 Sep 2025
AERIS: Argonne Earth Systems Model for Reliable and Skillful Predictions Väinö Hatanpää Eugene Ku Jason Stock M. Emani Sam Foreman ... Sam Wheeler Huihuo Zheng T. Arcomano V. Vishwanath R. Kotamarthi 152 2 0 16 Sep 2025
Flow-Based Fragment Identification via Binding Site-Specific Latent Representations Rebecca M. Neeser Ilia Igashov Arne Schneuing Michael M. Bronstein Philippe Schwaller Bruno Correia 101 0 0 16 Sep 2025
LatentVoiceGrad: Nonparallel Voice Conversion with Latent Diffusion/Flow-Matching ModelsIEEE Transactions on Audio, Speech, and Language Processing (TASLP), 2025 Hirokazu Kameoka Takuhiro Kaneko Kou Tanaka Yuto Kondo DiffM 92 0 0 10 Sep 2025
LADB: Latent Aligned Diffusion Bridges for Semi-Supervised Domain Translation X. Wang Tao Wu Yanfeng Zhang Lu Liu Dong Wang Mingwei Sun Yongliang Wang Niclas Zeller Daniel Cremers 156 0 0 10 Sep 2025
Target matching based generative model for speech enhancement Taihui Wang Rilin Chen Tong Lei Andong Li Jinzheng Zhao Meng Yu Dong Yu DiffM 97 0 0 09 Sep 2025
Equivariant Flow Matching for Symmetry-Breaking Bifurcation Problems Fleur Hendriks O. Rokoš M. Doškář M. Geers Vlado Menkovski 133 0 0 03 Sep 2025
Differentiable Expectation-Maximisation and Applications to Gaussian Mixture Model Optimal Transport Samuel Boïté Eloi Tanguy J. Delon A. Desolneux Rémi Flamary OT 329 1 0 02 Sep 2025
Distribution estimation via Flow Matching with Lipschitz guarantees Lea Kunkel DiffM 125 2 0 02 Sep 2025
Prior-Guided Flow Matching for Target-Aware Molecule Design with Learnable Atom Number Jingyuan Zhou Hao Qian Shikui Tu L. Xu 198 0 0 01 Sep 2025
FNODE: Flow-Matching for data-driven simulation of constrained multibody systems Hongyu Wang Jingquan Wang Dan Negrut AI4CE 140 0 0 29 Aug 2025
Flowing Straighter with Conditional Flow Matching for Accurate Speech Enhancement Mattias Cross Anton Ragni 92 1 0 28 Aug 2025
Quantum latent distributions in deep generative models Omar Bacarreza Thorin Farnsworth Alexander Makarovskiy Hugo Wallner Tessa Hicks Santiago Sempere-Llagostera John Price Robert J. A. Francis-Jones William R. Clements DiffM 88 3 0 27 Aug 2025
Multi-domain Distribution Learning for De Novo Drug DesignInternational Conference on Learning Representations (ICLR), 2025 Arne Schneuing Ilia Igashov Adrian W. Dobbelstein Thomas Castiglione Michael M. Bronstein B. Correia OOD BDL 113 11 0 25 Aug 2025
Incorporating Pre-trained Diffusion Models in Solving the Schrödinger Bridge Problem Zhicong Tang Tiankai Hang Shuyang Gu Dong Chen Baining Guo DiffM OT 236 0 0 25 Aug 2025
Provable Mixed-Noise Learning with Flow-Matching Paul Hagemann Robert Gruhlke Bernhard Stankewitz Claudia Schillings Gabriele Steidl 135 1 0 25 Aug 2025
Preference Trajectory Modeling via Flow Matching for Sequential Recommendation Li Li Mingyue Cheng Yuyang Ye Zhiding Liu Tong Xu DiffM AI4TS 136 1 0 25 Aug 2025
Sesame: Opening the door to protein pockets Raúl Minán Carles Perez-Lopez Javier Iglesias Álvaro Ciudad Alexis Molina 94 1 0 21 Aug 2025
Source-Guided Flow Matching Zifan Wang Alice Harting Matthieu Barreau Michael M. Zavlanos Karl H. Johansson 176 1 0 20 Aug 2025
AIM 2025 challenge on Inverse Tone Mapping Report: Methods and Results Chao Wang Francesco Banterle Bin Ren Radu Timofte Xin Lu ... Jinshan Pan Zhen Liu Zhongyang Li Shuaicheng Liu S M Nadim Uddin 104 5 0 19 Aug 2025
FlowMol3: Flow Matching for 3D De Novo Small-Molecule Generation Ian Dunn D. Koes 168 7 0 18 Aug 2025
Flow Matching for Efficient and Scalable Data Assimilation Taos Transue Bohan Chen So Takao Bao Wang 180 1 0 18 Aug 2025
Efficient Constraint-Aware Flow Matching via Randomized Exploration Zhengyan Huan Jacob Boerma Li-Ping Liu Shuchin Aeron 130 1 0 18 Aug 2025
Distribution Matching via Generalized Consistency Models Sagar Shrestha Rajesh Shrestha Tri Nguyen Subash Timilsina 92 0 0 17 Aug 2025
Distilling LLM Prior to Flow Model for Generalizable Agent's Imagination in Object Goal Navigation B. Li Ren-jie Lu Yu Zhou Jingke Meng Wei-Shi Zheng 184 0 0 13 Aug 2025
Unsupervised Real-World Super-Resolution via Rectified Flow Degradation Modelling Hongyang Zhou Xiaobin Zhu Liuling Chen Junyi He Jingyan Qin Xu-Cheng Yin Zhang xiaoxing 164 0 0 10 Aug 2025
Towards High-Order Mean Flow Generative Models: Feasibility, Expressivity, and Provably Efficient Criteria Yang Cao Yubin Chen Zhao Song Jiahao Zhang 163 7 0 09 Aug 2025