Title
FullFormer: Generating Shapes Inside Shapes Tejaswini Medi Jawad Tayyub M. Sarmad Frank Lindseth Margret Keuper 119 1 0 20 Mar 2023
Variational Mixture of HyperGenerators for Learning Distributions Over FunctionsInternational Conference on Machine Learning (ICML), 2023 Batuhan Koyuncu Pablo Sánchez-Martín I. Peis Pablo M. Olmos Isabel Valera BDL GAN DRL 172 6 0 13 Feb 2023
Fully Bayesian Autoencoders with Latent Sparse Gaussian ProcessesInternational Conference on Machine Learning (ICML), 2023 Ba-Hien Tran Babak Shahbaba Stephan Mandt Maurizio Filippone SyDa BDL UQCV 171 7 0 09 Feb 2023
A Tale of Two Latent Flows: Learning Latent Space Normalizing Flow with Short-run Langevin Flow for Approximate InferenceAAAI Conference on Artificial Intelligence (AAAI), 2023 Jianwen Xie Y. Zhu Yifei Xu Dingcheng Li Ping Li BDL DRL 248 7 0 23 Jan 2023
Posterior Collapse and Latent Variable Non-identifiabilityNeural Information Processing Systems (NeurIPS), 2023 Yixin Wang David M. Blei John P. Cunningham CML DRL 313 83 0 02 Jan 2023
A-NeSI: A Scalable Approximate Method for Probabilistic Neurosymbolic InferenceNeural Information Processing Systems (NeurIPS), 2022 Emile van Krieken Thiviyan Thanapalasingam Jakub M. Tomczak F. V. Harmelen A. T. Teije 373 50 0 23 Dec 2022
Multi-Rate VAE: Train Once, Get the Full Rate-Distortion CurveInternational Conference on Learning Representations (ICLR), 2022 Juhan Bae Michael Ruogu Zhang Michael Ruan Eric Wang S. Hasegawa Jimmy Ba Roger C. Grosse DRL 223 23 0 07 Dec 2022
Clinically Plausible Pathology-Anatomy Disentanglement in Patient Brain MRI with Structured Variational Priors Anjun Hu Jean-Pierre Falet Brennan Nichyporuk Changjian Shui Douglas L. Arnold Sotirios A. Tsaftaris Tal Arbel 164 2 0 15 Nov 2022
Augmentative Topology Agents For Open-Ended Learning Muhammad Umair Nasir Michael Beukman Steven D. James C. Cleghorn 197 3 0 20 Oct 2022
Optimizing Hierarchical Image VAEs for Sample Quality Eric Luhman Troy Luhman DRL 141 5 0 18 Oct 2022
Decoding Visual Neural Representations by Multimodal Learning of Brain-Visual-Linguistic FeaturesIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022 Changde Du Kaicheng Fu Jinpeng Li Huiguang He VLM 176 126 0 13 Oct 2022
Multi-Task Dynamical SystemsJournal of machine learning research (JMLR), 2022 Alex Bird Christopher K. I. Williams Christopher Hawthorne AI4TS 138 1 0 08 Oct 2022
Multi-Sample Training for Neural Image CompressionNeural Information Processing Systems (NeurIPS), 2022 Tongda Xu Yan Wang Dailan He Chenjian Gao Han-yi Gao Kun Liu Hongwei Qin 199 5 0 28 Sep 2022
Learning to Drop Out: An Adversarial Approach to Training Sequence VAEsNeural Information Processing Systems (NeurIPS), 2022 Ðorðe Miladinovic Kumar Shridhar Kushal Kumar Jain Max B. Paulus J. M. Buhmann Mrinmaya Sachan Carl Allen DRL 285 5 0 26 Sep 2022
FusionVAE: A Deep Hierarchical Variational Autoencoder for RGB Image FusionEuropean Conference on Computer Vision (ECCV), 2022 Fabian Duffhauss Ngo Anh Vien Hanna Ziesche Gerhard Neumann 123 9 0 22 Sep 2022
Amortized Variational Inference: A Systematic ReviewJournal of Artificial Intelligence Research (JAIR), 2022 Ankush Ganguly Sanjana Jain Ukrit Watchareeruetai 235 26 0 22 Sep 2022
A Geometric Perspective on Variational AutoencodersNeural Information Processing Systems (NeurIPS), 2022 Clément Chadebec S. Allassonnière DRL 193 29 0 15 Sep 2022
From latent dynamics to meaningful representationsJournal of Chemical Theory and Computation (JCTC), 2022 Dedi Wang Yihang Wang Luke J. Evans P. Tiwary AI4CE 267 12 0 02 Sep 2022
The Neural Process Family: Survey, Applications and Perspectives Saurav Jha Dong Gong Xuesong Wang Richard Turner Weitong Chen BDL 405 27 0 01 Sep 2022
Large-Scale Auto-Regressive Modeling Of Street Networks Michael Birsak Tom Kelly W. Para Peter Wonka GNN AI4TS 74 7 0 01 Sep 2022
Stable Object Reorientation using Contact Plane RegistrationIEEE International Conference on Robotics and Automation (ICRA), 2022 R. Li Carlos Esteves A. Makadia Pulkit Agrawal 161 3 0 18 Aug 2022
Forget-me-not! Contrastive Critics for Mitigating Posterior CollapseConference on Uncertainty in Artificial Intelligence (UAI), 2022 Sachit Menon David M. Blei Carl Vondrick DRL 257 7 0 19 Jul 2022
Controllable and Lossless Non-Autoregressive End-to-End Text-to-Speech Zhengxi Liu Qiao Tian Chenxu Hu Xudong Liu Meng-Che Wu Yuping Wang Hang Zhao Yuxuan Wang 118 12 0 13 Jul 2022
Markovian Gaussian Process Variational AutoencodersInternational Conference on Machine Learning (ICML), 2022 Harrison Zhu Carles Balsells Rodas Yingzhen Li BDL AI4TS 280 21 0 12 Jul 2022
Transformer Neural Processes: Uncertainty-Aware Meta Learning Via Sequence ModelingInternational Conference on Machine Learning (ICML), 2022 Tung Nguyen Aditya Grover BDL UQCV 251 132 0 09 Jul 2022
Few-Shot Non-Parametric Learning with Deep Latent Variable ModelNeural Information Processing Systems (NeurIPS), 2022 Zhiying Jiang Yi-Zhu Dai Ji Xin Ming Li Jimmy J. Lin 165 5 0 23 Jun 2022
Automated Cancer Subtyping via Vector Quantization Mutual Information Maximization Zheng Chen Lingwei Zhu Ziwei Yang Takashi Matsubara 167 7 0 22 Jun 2022
Review Neural Networks about Image Transformation Based on IGC Learning Framework with Annotated Information Yuanjie Yan Suorong Yang Yan Wang Jian Zhao S. Furao 96 0 0 21 Jun 2022
Latent Variable Modelling Using Variational Autoencoders: A survey Vasanth Kalingeri CML DRL 132 2 0 20 Jun 2022
Pythae: Unifying Generative Autoencoders in Python -- A Benchmarking Use CaseNeural Information Processing Systems (NeurIPS), 2022 Clément Chadebec Louis J. Vincent S. Allassonnière DRL 178 37 0 16 Jun 2022
RENs: Relevance Encoding Networks Krithika S. Iyer Riddhish Bhalodia Shireen Y. Elhabian DRL 178 1 0 25 May 2022
Structured Uncertainty in the Observation Space of Variational Autoencoders James A. G. Langley M. Monteiro Charles Jones Nick Pawlowski Ben Glocker CML OOD BDL DRL 160 3 0 25 May 2022
Variational Inference MPC using Normalizing Flows and Out-of-Distribution Projection Thomas Power Dmitry Berenson 160 39 0 10 May 2022
Diagnosing and Fixing Manifold Overfitting in Deep Generative Models Gabriel Loaiza-Ganem Brendan Leigh Ross Jesse C. Cresswell M. Volkovs GAN DRL 346 34 0 14 Apr 2022
Structured Graph Variational Autoencoders for Indoor Furniture layout Generation Aditya Chattopadhyay Xi Zhang David Wipf H. Arora René Vidal DRL 3DV 162 2 0 11 Apr 2022
Statistical Model Criticism of Variational Auto-Encoders Claartje Barkhof Wilker Aziz DRL 156 3 0 06 Apr 2022
Tampered VAE for Improved Satellite Image Time Series Classification Xin Cai Y. Bi Peter Nicholl AI4TS 74 1 0 30 Mar 2022
Efficient-VDVAE: Less is more Louay Hazami Rayhane Mama Ragavan Thurairatnam BDL 189 29 0 25 Mar 2022
The Transitive Information Theory and its Application to Deep Generative Models Trung Ngo Trong Najwa Laabid Ville Hautamaki M. Heinäniemi DRL 201 0 0 09 Mar 2022
Interpretable Latent Variables in Deep State Space Models Haoxuan Wu David S. Matteson M. Wells BDL AI4TS 170 0 0 03 Mar 2022
Variational Autoencoders Without the Variation Gregory A. Daly J. Fieldsend G. Tabor 124 2 0 01 Mar 2022
Mixed Effects Neural ODE: A Variational Approximation for Analyzing the Dynamics of Panel Data Jurijs Nazarovs Rudrasis Chakraborty Songwong Tasneeyapant Sathya Ravi Vikas Singh 89 5 0 18 Feb 2022
Snowflake Point Deconvolution for Point Cloud Completion and Generation with Skip-TransformerIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022 Peng Xiang Xin Wen Yu-Shen Liu Yaru Cao Pengfei Wan Wen Zheng Zhizhong Han 3DPC 241 90 0 18 Feb 2022
VAEL: Bridging Variational Autoencoders and Probabilistic Logic ProgrammingNeural Information Processing Systems (NeurIPS), 2022 Eleonora Misino G. Marra Emanuele Sansone 252 29 0 07 Feb 2022
From data to functa: Your data point is a function and you can treat it like oneInternational Conference on Machine Learning (ICML), 2022 Emilien Dupont Hyunjik Kim S. M. Ali Eslami Danilo Jimenez Rezende Dan Rosenbaum TDI 3DPC 530 183 0 28 Jan 2022
Using machine learning to parametrize postmerger signals from binary neutron stars Tim Whittaker W. East Stephen R. Green L. Lehner Huan Yang 40 6 0 17 Jan 2022
Exploring Social Posterior Collapse in Variational Autoencoder for Interaction Modeling Chen Tang Wei Zhan Masayoshi Tomizuka DRL 130 24 0 01 Dec 2021
Variational Learning for Unsupervised Knowledge Grounded Dialogs Mayank Mishra Dhiraj Madan Gaurav Pandey Danish Contractor 183 4 0 23 Nov 2021
Entropy optimized semi-supervised decomposed vector-quantized variational autoencoder model based on transfer learning for multiclass text classification and generation Shivani Malhotra Vinay Kumar A. K. Agarwal DRL 95 0 0 10 Nov 2021
TopicNet: Semantic Graph-Guided Topic Discovery Zhibin Duan Yishi Xu Bo Chen Dongsheng Wang Chaojie Wang Mingyuan Zhou BDL 186 17 0 27 Oct 2021