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A Recurrent Latent Variable Model for Sequential Data

7 June 2015

Aaron Courville

Papers citing "A Recurrent Latent Variable Model for Sequential Data"

50 / 635 papers shown

Title
Longitudinal Variational Autoencoder S. Ramchandran Gleb Tikhonov Kalle Kujanpää Miika Koskinen Harri Lähdesmäki DRL CML BDL 88 37 0 17 Jun 2020
Agent Modelling under Partial Observability for Deep Reinforcement Learning Georgios Papoudakis Filippos Christianos Stefano V. Albrecht 107 66 0 16 Jun 2020
MetaCURE: Meta Reinforcement Learning with Empowerment-Driven Exploration Jin Zhang Jianhao Wang Hao Hu Tong Chen Yingfeng Chen Changjie Fan Chongjie Zhang OffRL 67 27 0 15 Jun 2020
Stanza: A Nonlinear State Space Model for Probabilistic Inference in Non-Stationary Time Series Anna K. Yanchenko S. Mukherjee BDL AI4TS 39 6 0 11 Jun 2020
Recurrent Flow Networks: A Recurrent Latent Variable Model for Density Modelling of Urban Mobility Daniele Gammelli Filipe Rodrigues 40 1 0 09 Jun 2020
Generating Realistic Stock Market Order Streams Junyi Li Xintong Wang Yaoyang Lin Arunesh Sinha Michael P. Wellman GAN AIFin 84 81 0 07 Jun 2020
A Generic and Model-Agnostic Exemplar Synthetization Framework for Explainable AI Antonio Bărbălău Adrian Cosma Radu Tudor Ionescu Marius Popescu 47 9 0 06 Jun 2020
NewtonianVAE: Proportional Control and Goal Identification from Pixels via Physical Latent Spaces Miguel Jaques Michael G. Burke Timothy M. Hospedales DRL 66 20 0 02 Jun 2020
DIGIT: A Novel Design for a Low-Cost Compact High-Resolution Tactile Sensor with Application to In-Hand Manipulation Mike Lambeta Po-wei Chou Stephen Tian Brian Yang Benjamin Maloon ... Raymond Santos A. Byagowi Gregg Kammerer Dinesh Jayaraman Roberto Calandra 91 486 0 29 May 2020
Detection of Lying Electrical Vehicles in Charging Coordination Application Using Deep Learning Ahmed A. Shafee M. Fouda Mohamed Mahmoud Waleed S. Alasmary A. Aljohani Fathi H. Amsaad 33 0 0 28 May 2020
Goal-Directed Planning for Habituated Agents by Active Inference Using a Variational Recurrent Neural Network Takazumi Matsumoto Jun Tani DRL 64 28 0 27 May 2020
DAG-Net: Double Attentive Graph Neural Network for Trajectory Forecasting Alessio Monti Alessia Bertugli Simone Calderara Rita Cucchiara 88 68 0 26 May 2020
S3VAE: Self-Supervised Sequential VAE for Representation Disentanglement and Data Generation Yizhe Zhu Martin Renqiang Min Asim Kadav H. Graf CoGe DRL 78 97 0 23 May 2020
AC-VRNN: Attentive Conditional-VRNN for Multi-Future Trajectory Prediction Alessia Bertugli Simone Calderara Pasquale Coscia Lamberto Ballan Rita Cucchiara 99 29 0 17 May 2020
Mutual Information Maximization for Robust Plannable Representations Yiming Ding I. Clavera Pieter Abbeel 62 15 0 16 May 2020
On Embeddings in Relational Databases Siddhant Arora Srikanta J. Bedathur 13 7 0 13 May 2020
Interpretable Deep Representation Learning from Temporal Multi-view Data Lin Qiu V. Chinchilli Lin Lin DRL BDL SyDa 126 2 0 11 May 2020
A review of radar-based nowcasting of precipitation and applicable machine learning techniques R. Prudden Samantha V. Adams D. Kangin Nial H. Robinson Suman V. Ravuri S. Mohamed A. Arribas AI4Cl OffRL 94 45 0 11 May 2020
Semi-Supervised Dialogue Policy Learning via Stochastic Reward Estimation Xinting Huang Jianzhong Qi Yu Sun Rui Zhang OffRL 134 18 0 09 May 2020
VectorNet: Encoding HD Maps and Agent Dynamics from Vectorized Representation Jiyang Gao Chen Sun Hang Zhao Yi Shen Dragomir Anguelov Congcong Li Cordelia Schmid 132 816 0 08 May 2020
A Review on Deep Learning Techniques for Video Prediction Sergiu Oprea P. Martinez-Gonzalez Alberto Garcia-Garcia John Alejandro Castro-Vargas S. Orts-Escolano Jose Garcia-Rodriguez Antonis Argyros 107 256 0 10 Apr 2020
Consistent Multiple Sequence Decoding Bicheng Xu Leonid Sigal 48 0 0 02 Apr 2020
Deep State Space Models for Nonlinear System Identification Daniel Gedon Niklas Wahlström Thomas B. Schon L. Ljung 69 88 0 31 Mar 2020
Variational Transformers for Diverse Response Generation Zhaojiang Lin Genta Indra Winata Peng Xu Zihan Liu Pascale Fung DRL 78 51 0 28 Mar 2020
Spatio-Temporal Handwriting Imitation Martin Mayr M. Stumpf Anguelos Nicolaou Mathias Seuret Andreas Maier Vincent Christlein 71 12 0 24 Mar 2020
What went wrong and when? Instance-wise Feature Importance for Time-series Models S. Tonekaboni Shalmali Joshi Kieran Campbell David Duvenaud Anna Goldenberg FAtt OOD AI4TS 134 14 0 05 Mar 2020
Variational inference formulation for a model-free simulation of a dynamical system with unknown parameters by a recurrent neural network K. Yeo D. E. C. Grullon Fan-Keng Sun Duane S. Boning Jayant Kalagnanam BDL 57 3 0 02 Mar 2020
Uncertainty-Aware Variational-Recurrent Imputation Network for Clinical Time Series A. Mulyadi E. Jun Heung-Il Suk BDL 106 61 0 02 Mar 2020
Uncertainty-Gated Stochastic Sequential Model for EHR Mortality Prediction E. Jun A. Mulyadi Jaehun Choi Heung-Il Suk 136 20 0 02 Mar 2020
Modeling Continuous Stochastic Processes with Dynamic Normalizing Flows Ruizhi Deng B. Chang Marcus A. Brubaker Greg Mori Andreas M. Lehrmann 104 51 0 24 Feb 2020
Variational Hyper RNN for Sequence Modeling Ruizhi Deng Yanshuai Cao B. Chang Leonid Sigal Greg Mori Marcus A. Brubaker BDL DRL 34 2 0 24 Feb 2020
Exploring Spatial-Temporal Multi-Frequency Analysis for High-Fidelity and Temporal-Consistency Video Prediction Beibei Jin Yu Hu Qiankun Tang Jingyu Niu Zhiping Shi Yinhe Han Xiaowei Li 60 96 0 23 Feb 2020
Discriminative Particle Filter Reinforcement Learning for Complex Partial Observations Xiao Ma Peter Karkus David Hsu W. Lee N. Ye OffRL 49 43 0 23 Feb 2020
Stochastic Latent Residual Video Prediction Jean-Yves Franceschi E. Delasalles Mickaël Chen Sylvain Lamprier Patrick Gallinari VGen 126 160 0 21 Feb 2020
Disentangled Speech Embeddings using Cross-modal Self-supervision Arsha Nagrani Joon Son Chung Samuel Albanie Andrew Zisserman SSL 90 88 0 20 Feb 2020
Sequential Latent Knowledge Selection for Knowledge-Grounded Dialogue Byeongchang Kim Jaewoo Ahn Gunhee Kim BDL 112 169 0 18 Feb 2020
Augmented Normalizing Flows: Bridging the Gap Between Generative Flows and Latent Variable Models Chin-Wei Huang Laurent Dinh Aaron Courville DRL 110 89 0 17 Feb 2020
Deep Variational Luenberger-type Observer for Stochastic Video Prediction Dong Wang Feng Zhou Zheng Yan Guang Yao Zongxuan Liu Wennan Ma Cewu Lu 43 0 0 12 Feb 2020
ForecastNet: A Time-Variant Deep Feed-Forward Neural Network Architecture for Multi-Step-Ahead Time-Series Forecasting J. Dabrowski Yifan Zhang Ashfaqur Rahman AI4TS 33 36 0 11 Feb 2020
Generating diverse and natural text-to-speech samples using a quantized fine-grained VAE and auto-regressive prosody prior Guangzhi Sun Yu Zhang Ron J. Weiss Yuan Cao Heiga Zen Andrew Rosenberg Bhuvana Ramabhadran Yonghui Wu DiffM 98 93 0 06 Feb 2020
Investigation of the Sense of Agency in Social Cognition, based on frameworks of Predictive Coding and Active Inference: A simulation study on multimodal imitative interaction Wataru Ohata Jun Tani 48 2 0 05 Feb 2020
From abstract items to latent spaces to observed data and back: Compositional Variational Auto-Encoder Victor Berger Michèle Sebag BDL CoGe DRL OCL 19 0 0 22 Jan 2020
Relational State-Space Model for Stochastic Multi-Object Systems Fan Yang Ling Chen Fan Zhou Yusong Gao Wei Cao 82 8 0 13 Jan 2020
Deep learning reveals hidden interactions in complex systems Seungwoong Ha Hawoong Jeong GNN 40 4 0 03 Jan 2020
Hierarchical Variational Imitation Learning of Control Programs Roy Fox Richard Shin William Paul Yitian Zou Basel Alomair Ken Goldberg Pieter Abbeel Ion Stoica BDL 36 4 0 29 Dec 2019
SoundSpaces: Audio-Visual Navigation in 3D Environments Changan Chen Unnat Jain Carl Schissler S. V. A. Garí Ziad Al-Halah V. Ithapu Philip Robinson Kristen Grauman 104 26 0 24 Dec 2019
Variational Recurrent Models for Solving Partially Observable Control Tasks Dongqi Han Kenji Doya Jun Tani DRL OffRL 72 63 0 23 Dec 2019
GeoTrackNet-A Maritime Anomaly Detector using Probabilistic Neural Network Representation of AIS Tracks and A Contrario Detection Duong Nguyen Rodolphe Vadaine G. Hajduch R. Garello Ronan Fablet 85 90 0 02 Dec 2019
SchrödingeRNN: Generative Modeling of Raw Audio as a Continuously Observed Quantum State Beñat Mencia Uranga A. Lamacraft 96 3 0 26 Nov 2019
Improving VAE generations of multimodal data through data-dependent conditional priors Frantzeska Lavda Magda Gregorova Alexandros Kalousis 29 4 0 25 Nov 2019