Bias and Generalization in Deep Generative Models: An Empirical Study

Neural Information Processing Systems (NeurIPS), 2018

8 November 2018

Papers citing "Bias and Generalization in Deep Generative Models: An Empirical Study"

35 / 85 papers shown

Title
Generalization Gap in Amortized InferenceNeural Information Processing Systems (NeurIPS), 2022 Mingtian Zhang Peter Hayes David Barber BDL CML DRL 277 14 0 23 May 2022
Power of Quantum Generative Learning Yuxuan Du Zhuozhuo Tu Bujiao Wu Xiao Yuan Dacheng Tao AI4CE 218 9 0 10 May 2022
On PAC-Bayesian reconstruction guarantees for VAEsInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2022 Badr-Eddine Chérief-Abdellatif Yuyang Shi Arnaud Doucet Benjamin Guedj DRL 196 21 0 23 Feb 2022
Self-Conditioned Generative Adversarial Networks for Image Editing Yunzhe Liu Rinon Gal Amit H. Bermano Baoquan Chen Daniel Cohen-Or GAN 163 6 0 08 Feb 2022
Generalization Metrics for Practical Quantum Advantage in Generative ModelsPhysical Review Applied (Phys. Rev. Appl.), 2022 Kaitlin Gili M. Mauri A. Perdomo-Ortiz 256 9 0 21 Jan 2022
Tackling the Generative Learning Trilemma with Denoising Diffusion GANs Zhisheng Xiao Karsten Kreis Arash Vahdat DiffM 391 661 0 15 Dec 2021
Pseudo-Spherical Contrastive DivergenceNeural Information Processing Systems (NeurIPS), 2021 Lantao Yu Jiaming Song Yang Song Stefano Ermon 209 7 0 01 Nov 2021
Multi-Attribute Balanced Sampling for Disentangled GAN ControlsPattern Recognition Letters (PR), 2021 Perla Doubinsky Nicolas Audebert M. Crucianu Hervé Le Borgne DRL 185 9 0 28 Oct 2021
Scaling Laws for the Few-Shot Adaptation of Pre-trained Image Classifiers Gabriele Prato Simon Guiroy Ethan Caballero Irina Rish Sarath Chandar VLM 207 12 0 13 Oct 2021
Variational Disentanglement for Domain Generalization Yufei Wang Haoliang Li Hao Cheng Bihan Wen Lap-Pui Chau Alex C. Kot OOD DRL 218 34 0 13 Sep 2021
Toward Spatially Unbiased Generative Models Jooyoung Choi Jungbeom Lee Yonghyun Jeong Sungroh Yoon DiffM 418 17 0 03 Aug 2021
Visual Search Asymmetry: Deep Nets and Humans Share Similar Inherent BiasesNeural Information Processing Systems (NeurIPS), 2021 Shashi Kant Gupta Mengmi Zhang Chia-Chien Wu J. Wolfe Gabriel Kreiman ObjD 126 22 0 05 Jun 2021
Local Disentanglement in Variational Auto-Encoders Using Jacobian $L_1$ RegularizationNeural Information Processing Systems (NeurIPS), 2021 Travers Rhodes Daniel D. Lee DRL 169 21 0 05 Jun 2021
CoPE: Conditional image generation using Polynomial ExpansionsNeural Information Processing Systems (NeurIPS), 2021 Grigorios G. Chrysos Markos Georgopoulos Yannis Panagakis DiffM 200 12 0 11 Apr 2021
Automated and Autonomous Experiment in Electron and Scanning Probe Microscopy Sergei V. Kalinin M. Ziatdinov Jacob D. Hinkle S. Jesse Ayana Ghosh K. Kelley A. Lupini B. Sumpter Rama K Vasudevan 153 3 0 22 Mar 2021
Negative Data AugmentationInternational Conference on Learning Representations (ICLR), 2021 Abhishek Sinha Kumar Ayush Jiaming Song Burak Uzkent Hongxia Jin Stefano Ermon 237 82 0 09 Feb 2021
Anomaly Detection of Time Series with Smoothness-Inducing Sequential Variational Auto-EncoderIEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS), 2020 Longyuan Li Junchi Yan Haiyang Wang Yaohui Jin BDL AI4TS 186 174 0 02 Feb 2021
Improving the Fairness of Deep Generative Models without Retraining Shuhan Tan Yujun Shen Bolei Zhou 345 66 0 09 Dec 2020
Denoising Diffusion Implicit ModelsInternational Conference on Learning Representations (ICLR), 2020 Jiaming Song Chenlin Meng Stefano Ermon VLM DiffM 1.4K 10,037 0 06 Oct 2020
Multilinear Latent Conditioning for Generating Unseen Attribute CombinationsInternational Conference on Machine Learning (ICML), 2020 Markos Georgopoulos Grigorios G. Chrysos Maja Pantic Yannis Panagakis GAN DRL 168 18 0 09 Sep 2020
A Systematic Survey of Regularization and Normalization in GANs Wandi Qiao Muhammad Usman Rentuo Tao Pengfei Xia Xintian Wu Huanhuan Chen Bin Li 531 69 0 19 Aug 2020
High Resolution Zero-Shot Domain Adaptation of Synthetically Rendered Face Images Stephan J. Garbin Marek Kowalski Matthew W. Johnson Jamie Shotton 3DH 276 9 0 26 Jun 2020
Neural Decomposition: Functional ANOVA with Variational Autoencoders Kaspar Märtens C. Yau DRL 125 12 0 25 Jun 2020
Extrapolatable Relational Reasoning With Comparators in Low-Dimensional Manifolds Duo Wang M. Jamnik Pietro Lio OOD 156 1 0 15 Jun 2020
On Disentangled Representations Learned From Correlated DataInternational Conference on Machine Learning (ICML), 2020 Frederik Trauble Elliot Creager Niki Kilbertus Francesco Locatello Andrea Dittadi Anirudh Goyal Bernhard Schölkopf Stefan Bauer OOD CML 243 127 0 14 Jun 2020
Compositionality and Generalization in Emergent LanguagesAnnual Meeting of the Association for Computational Linguistics (ACL), 2020 Rahma Chaabouni Eugene Kharitonov Diane Bouchacourt Emmanuel Dupoux Marco Baroni CoGe AI4CE 210 152 0 20 Apr 2020
Imperfect ImaGANation: Implications of GANs Exacerbating Biases on Facial Data Augmentation and Snapchat Selfie Lenses Niharika Jain Alberto Olmo Hernandez Sailik Sengupta L. Manikonda S. Kambhampati 251 38 0 26 Jan 2020
Rate-Regularization and Generalization in VAEs Alican Bozkurt Babak Esmaeili Jean-Baptiste Tristan Dana H. Brooks Jennifer G. Dy Jan-Willem van de Meent DRL 319 8 0 11 Nov 2019
Conditional Denoising of Remote Sensing Imagery Using Cycle-Consistent Deep Generative Models M. Zotov Jevgenij Gamper DiffM 99 6 0 31 Oct 2019
Understanding the Limitations of Variational Mutual Information EstimatorsInternational Conference on Learning Representations (ICLR), 2019 Jiaming Song Stefano Ermon SSL DRL 242 231 0 14 Oct 2019
On the Anomalous Generalization of GANs Jinchen Xuan Yunchang Yang Ze Yang Di He Liwei Wang 118 3 0 27 Sep 2019
Controlling biases and diversity in diverse image-to-image translationComputer Vision and Image Understanding (CVIU), 2019 Yaxing Wang Abel Gonzalez-Garcia Joost van de Weijer Luis Herranz 141 6 0 23 Jul 2019
Bias Correction of Learned Generative Models using Likelihood-Free Importance Weighting Aditya Grover Jiaming Song Alekh Agarwal Kenneth Tran Ashish Kapoor Eric Horvitz Stefano Ermon 163 130 0 23 Jun 2019
Encoding Invariances in Deep Generative Models Viraj Shah Ameya Joshi Sambuddha Ghosal B. Pokuri Soumik Sarkar Baskar Ganapathysubramanian Chinmay Hegde PINN GAN 152 31 0 04 Jun 2019
Learning Robotic Manipulation through Visual Planning and Acting Angelina Wang Thanard Kurutach Kara Liu Pieter Abbeel Aviv Tamar 115 118 0 11 May 2019