Improving GANs Using Optimal Transport

15 March 2018

Papers citing "Improving GANs Using Optimal Transport"

50 / 57 papers shown

Title
Tree-Sliced Wasserstein Distance with Nonlinear Projection T. Tran Viet-Hoang Tran Thanh T. Chu Trang Pham Laurent El Ghaoui Tam Le T. Nguyen 19 0 0 02 May 2025
Bandit Optimal Transport Lorenzo Croissant 77 0 0 11 Feb 2025
All You Need is Resistance: On the Equivalence of Effective Resistance and Certain Optimal Transport Problems on Graphs Sawyer Robertson Zhengchao Wan Alexander Cloninger OT 47 2 0 28 Jan 2025
Enhancing Unsupervised Graph Few-shot Learning via Set Functions and Optimal Transport Yonghao Liu Fausto Giunchiglia Ximing Li Lan Huang Xiaoyue Feng Renchu Guan OffRL 129 0 0 10 Jan 2025
Optimal Transport for Probabilistic Circuits Adrian Ciotinga YooJung Choi TPM OT 43 0 0 16 Oct 2024
AWT: Transferring Vision-Language Models via Augmentation, Weighting, and Transportation Yuhan Zhu Yuyang Ji Zhiyu Zhao Gangshan Wu Limin Wang VLM 39 7 0 05 Jul 2024
A New Robust Partial $p$ -Wasserstein-Based Metric for Comparing Distributions S. Raghvendra Pouyan Shirzadian Kaiyi Zhang 42 1 0 06 May 2024
Align Your Intents: Offline Imitation Learning via Optimal Transport Maksim Bobrin N. Buzun Dmitrii Krylov Dmitry V. Dylov OffRL 41 3 0 20 Feb 2024
PQMass: Probabilistic Assessment of the Quality of Generative Models using Probability Mass Estimation Pablo Lemos Sammy N. Sharief Nikolay Malkin Laurence Perreault Levasseur Y. Hezaveh Laurence Perreault-Levasseur Yashar Hezaveh 23 3 0 06 Feb 2024
Stochastic Modified Flows for Riemannian Stochastic Gradient Descent Benjamin Gess Sebastian Kassing Nimit Rana 37 0 0 02 Feb 2024
Accelerating Sinkhorn Algorithm with Sparse Newton Iterations Xun Tang Michael Shavlovsky Holakou Rahmanian Elisa Tardini K. K. Thekumparampil Tesi Xiao Lexing Ying OT 31 4 0 20 Jan 2024
Performance Scaling via Optimal Transport: Enabling Data Selection from Partially Revealed Sources Feiyang Kang H. Just Anit Kumar Sahu R. Jia 50 10 0 05 Jul 2023
On a Relation Between the Rate-Distortion Function and Optimal Transport E. Lei Hamed Hassani Shirin Saeedi Bidokhti OT 8 2 0 01 Jul 2023
Bringing regularized optimal transport to lightspeed: a splitting method adapted for GPUs Jacob Lindbäck Zesen Wang Mikael Johansson OT 40 1 0 29 May 2023
ComGAN: Toward GANs Exploiting Multiple Samples Hae-Hwan Lee GAN 18 0 0 24 Apr 2023
The Monge Gap: A Regularizer to Learn All Transport Maps Théo Uscidda Marco Cuturi OT 50 26 0 09 Feb 2023
Improving Cross-lingual Information Retrieval on Low-Resource Languages via Optimal Transport Distillation Zhiqi Huang Puxuan Yu James Allan VLM 30 26 0 29 Jan 2023
Optimal transport map estimation in general function spaces Vincent Divol Jonathan Niles-Weed Aram-Alexandre Pooladian OT 35 22 0 07 Dec 2022
Unbalanced Optimal Transport, from Theory to Numerics Thibault Séjourné Gabriel Peyré Franccois-Xavier Vialard OT 25 47 0 16 Nov 2022
Budget-Constrained Bounds for Mini-Batch Estimation of Optimal Transport David Alvarez-Melis Nicolò Fusi Lester W. Mackey Tal Wagner OT 19 1 0 24 Oct 2022
PLOT: Prompt Learning with Optimal Transport for Vision-Language Models Guangyi Chen Weiran Yao Xiangchen Song Xinyue Li Yongming Rao Kun Zhang VPVLM VLM 8 62 0 03 Oct 2022
Hierarchical Sliced Wasserstein Distance Khai Nguyen Tongzheng Ren Huy Nguyen Litu Rout T. Nguyen Nhat Ho 26 19 0 27 Sep 2022
Evaluating the Quality and Diversity of DCGAN-based Generatively Synthesized Diabetic Retinopathy Imagery Cristina-Madalina Dragan Muhammad Muneeb Saad M. H. Rehmani Ruairi O'Reilly EGVM MedIm 35 4 0 10 Aug 2022
Transforming Image Generation from Scene Graphs Renato Sortino S. Palazzo C. Spampinato ViT 29 2 0 01 Jul 2022
Algorithms for Weak Optimal Transport with an Application to Economics Franccois-Pierre Paty Philippe Choné F. Kramarz OT 11 2 0 19 May 2022
An Accelerated Stochastic Algorithm for Solving the Optimal Transport Problem Yiling Xie Yiling Luo X. Huo 16 10 0 02 Mar 2022
A Survey on Training Challenges in Generative Adversarial Networks for Biomedical Image Analysis Muhammad Muneeb Saad Ruairi O'Reilly M. H. Rehmani MedIm 38 35 0 19 Jan 2022
Near-optimal estimation of smooth transport maps with kernel sums-of-squares Boris Muzellec A. Vacher Francis R. Bach Franccois-Xavier Vialard Alessandro Rudi OT 32 20 0 03 Dec 2021
Music-to-Dance Generation with Optimal Transport Shuang Wu Shijian Lu Li Cheng OT 19 3 0 03 Dec 2021
Input Convex Gradient Networks Jack Richter-Powell Jonathan Lorraine Brandon Amos 10 15 0 23 Nov 2021
Don't Generate Me: Training Differentially Private Generative Models with Sinkhorn Divergence Tianshi Cao Alex Bie Arash Vahdat Sanja Fidler Karsten Kreis SyDa DiffM 11 71 0 01 Nov 2021
Entropic Gromov-Wasserstein between Gaussian Distributions Khang Le Dung D. Le Huy Nguyen Dat Do Tung Pham Nhat Ho OT 15 18 0 24 Aug 2021
Proximal Optimal Transport Modeling of Population Dynamics Charlotte Bunne Laetitia Meng-Papaxanthos Andreas Krause Marco Cuturi OT 38 81 0 11 Jun 2021
A Survey on Optimal Transport for Machine Learning: Theory and Applications Luis Caicedo Torres Luiz Manella Pereira M. Amini OOD OT 28 47 0 03 Jun 2021
Improving Approximate Optimal Transport Distances using Quantization Gaspard Beugnot Aude Genevay Kristjan Greenewald Justin Solomon OT MQ 149 9 0 25 Feb 2021
Cross-Modal Contrastive Learning for Text-to-Image Generation Han Zhang Jing Yu Koh Jason Baldridge Honglak Lee Yinfei Yang GAN 20 355 0 12 Jan 2021
Minibatch optimal transport distances; analysis and applications Kilian Fatras Younes Zine Szymon Majewski Rémi Flamary Rémi Gribonval Nicolas Courty OT 63 53 0 05 Jan 2021
Unpaired Deep Learning for Accelerated MRI using Optimal Transport Driven CycleGAN Gyutaek Oh Byeongsu Sim Hyungjin Chung Leonard Sunwoo J. C. Ye OOD MedIm 27 69 0 29 Aug 2020
Scalable Computations of Wasserstein Barycenter via Input Convex Neural Networks JiaoJiao Fan Amirhossein Taghvaei Yongxin Chen 34 56 0 08 Jul 2020
A Convergent and Dimension-Independent Min-Max Optimization Algorithm Vijay Keswani Oren Mangoubi Sushant Sachdeva Nisheeth K. Vishnoi 13 1 0 22 Jun 2020
Fast Unbalanced Optimal Transport on a Tree Ryoma Sato M. Yamada H. Kashima OT 17 25 0 04 Jun 2020
Physarum Powered Differentiable Linear Programming Layers and Applications Zihang Meng Sathya Ravi Vikas Singh 19 5 0 30 Apr 2020
GANs May Have No Nash Equilibria Farzan Farnia Asuman Ozdaglar GAN 20 43 0 21 Feb 2020
Sinkhorn Divergences for Unbalanced Optimal Transport Thibault Séjourné Jean Feydy Franccois-Xavier Vialard A. Trouvé Gabriel Peyré OT 11 71 0 28 Oct 2019
On the estimation of the Wasserstein distance in generative models Thomas Pinetz Daniel Soukup T. Pock GAN 11 9 0 02 Oct 2019
Defense Against Adversarial Attacks Using Feature Scattering-based Adversarial Training Haichao Zhang Jianyu Wang AAML 21 230 0 24 Jul 2019
A gradual, semi-discrete approach to generative network training via explicit Wasserstein minimization Yucheng Chen Matus Telgarsky Chao Zhang Bolton Bailey Daniel J. Hsu Jian-wei Peng GAN OT 16 17 0 08 Jun 2019
Regularity as Regularization: Smooth and Strongly Convex Brenier Potentials in Optimal Transport François-Pierre Paty Alexandre d’Aspremont Marco Cuturi OT 26 31 0 26 May 2019
Sliced Wasserstein Generative Models Jiqing Wu Zhiwu Huang Dinesh Acharya Wen Li Janine Thoma D. Paudel Luc Van Gool DiffM 22 124 0 10 Apr 2019
2-Wasserstein Approximation via Restricted Convex Potentials with Application to Improved Training for GANs Amirhossein Taghvaei Amin Jalali 19 42 0 19 Feb 2019