A Recurrent Latent Variable Model for Sequential Data

7 June 2015

Aaron Courville

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

50 / 232 papers shown

Title
Long-Term Individual Causal Effect Estimation via Identifiable Latent Representation Learning Ruichu Cai Junjie Wan Weilin Chen Zeqin Yang Zijian Li Peng Zhen Jiecheng Guo CML 61 1 0 08 May 2025
Bayesian Computation in Deep Learning Wenlong Chen Bolian Li Ruqi Zhang Yingzhen Li BDL 75 0 0 25 Feb 2025
BP-SGCN: Behavioral Pseudo-Label Informed Sparse Graph Convolution Network for Pedestrian and Heterogeneous Trajectory Prediction Ruochen Li Stamos Katsigiannis Tae-Kyun Kim Hubert P. H. Shum 92 1 0 20 Feb 2025
Learning Strategy Representation for Imitation Learning in Multi-Agent Games Shiqi Lei Kanghon Lee Linjing Li Jinkyoo Park OffRL 42 0 0 17 Feb 2025
Control-ITRA: Controlling the Behavior of a Driving Model Vasileios Lioutas Adam Scibior Matthew Niedoba Berend Zwartsenberg Frank Wood 183 0 0 17 Jan 2025
Brain-like variational inference Hadi Vafaii Dekel Galor Jacob L. Yates DRL 49 0 0 25 Oct 2024
Efficient Recurrent Off-Policy RL Requires a Context-Encoder-Specific Learning Rate Fan Luo Zuolin Tu Zefang Huang Yang Yu OffRL 38 0 0 24 May 2024
DACAD: Domain Adaptation Contrastive Learning for Anomaly Detection in Multivariate Time Series Zahra Zamanzadeh Darban Yiyuan Yang Geoffrey I. Webb Charu C. Aggarwal Qingsong Wen Shirui Pan Mahsa Salehi 60 0 0 17 Apr 2024
Using Domain Knowledge to Guide Dialog Structure Induction via Neural Probabilistic Soft Logic Connor Pryor Quan Yuan J. Liu Mehran Kazemi Deepak Ramachandran Tania Bedrax-Weiss Lise Getoor 29 1 0 26 Mar 2024
Variational Sampling of Temporal Trajectories Jurijs Nazarovs Zhichun Huang Xingjian Zhen Sourav Pal Rudrasis Chakraborty Vikas Singh 24 0 0 18 Mar 2024
ELA: Exploited Level Augmentation for Offline Learning in Zero-Sum Games Shiqi Lei Kanghoon Lee Linjing Li Jinkyoo Park Jiachen Li OffRL 31 1 0 28 Feb 2024
REPLAY: Modeling Time-Varying Temporal Regularities of Human Mobility for Location Prediction over Sparse Trajectories Bangchao Deng Bingqing Qu Pengyang Wang Dingqi Yang Benjamin Fankhauser Philippe Cudre-Mauroux AI4TS 36 1 0 26 Feb 2024
Exploiting the capacity of deep networks only at training stage for nonlinear black-box system identification V. M. Eivaghi M. A. Shoorehdeli 34 0 0 26 Dec 2023
Learning Multimodal Latent Dynamics for Human-Robot Interaction V. Prasad Lea Heitlinger Dorothea Koert R. Stock-Homburg Jan Peters Georgia Chalvatzaki 48 3 0 27 Nov 2023
Variational Connectionist Temporal Classification for Order-Preserving Sequence Modeling Zheng Nan T. Dang V. Sethu Beena Ahmed BDL 27 2 0 21 Sep 2023
Temporal Conditioning Spiking Latent Variable Models of the Neural Response to Natural Visual Scenes Gehua (Marcus) Ma Runhao Jiang Rui Yan Huajin Tang AI4TS 42 6 0 21 Jun 2023
Probabilistic Learning of Multivariate Time Series with Temporal Irregularity Yijun Li Cheuk Hang Leung Qi Wu AI4TS 26 1 0 15 Jun 2023
Black-Box vs. Gray-Box: A Case Study on Learning Table Tennis Ball Trajectory Prediction with Spin and Impacts Jan Achterhold Philip Tobuschat Hao Ma Dieter Buechler Michael Muehlebach Joerg Stueckler 14 6 0 24 May 2023
Cheap and Deterministic Inference for Deep State-Space Models of Interacting Dynamical Systems Andreas Look M. Kandemir Barbara Rakitsch Jan Peters BDL 36 6 0 02 May 2023
Variational Inference for Longitudinal Data Using Normalizing Flows Clément Chadebec S. Allassonnière BDL DRL 26 1 0 24 Mar 2023
Kullback-Leibler Divergence and Akaike Information Criterion in General Hidden Markov Models C. Fuh C. Kao T. Pang 24 0 0 14 Mar 2023
Cross-domain Transfer Learning and State Inference for Soft Robots via a Semi-supervised Sequential Variational Bayes Framework Shageenderan Sapai Junn Yong Loo Z. Y. Ding Chee Pin Tan Raphaël C.-W. Phan Vishnu Monn Baskaran Surya Girinatha Nurzaman DRL 10 5 0 03 Mar 2023
Learning from Predictions: Fusing Training and Autoregressive Inference for Long-Term Spatiotemporal Forecasts Pantelis R. Vlachas Petros Koumoutsakos AI4TS AI4CE 23 7 0 22 Feb 2023
Towards Zero-trust Security for the Metaverse Ruizhi Cheng Songqing Chen Bo Han 31 28 0 17 Feb 2023
Causal Recurrent Variational Autoencoder for Medical Time Series Generation Hongming Li Shujian Yu José C. Príncipe CML BDL MedIm 28 47 0 16 Jan 2023
Structural Attention-Based Recurrent Variational Autoencoder for Highway Vehicle Anomaly Detection Neeloy Chakraborty Aamir Hasan Shuijing Liu Tianchen Ji Weihang Liang D. L. McPherson Katherine Driggs-Campbell 37 11 0 09 Jan 2023
Chat2Map: Efficient Scene Mapping from Multi-Ego Conversations Sagnik Majumder Hao Jiang Pierre Moulon E. Henderson P. Calamia Kristen Grauman V. Ithapu EgoV 35 7 0 04 Jan 2023
PVGRU: Generating Diverse and Relevant Dialogue Responses via Pseudo-Variational Mechanism Yongkang Liu Shi Feng Daling Wang Yifei Zhang Hinrich Schütze 31 6 0 18 Dec 2022
PRISM: Probabilistic Real-Time Inference in Spatial World Models Atanas Mirchev Baris Kayalibay Ahmed Agha Patrick van der Smagt Daniel Cremers Justin Bayer VGen 31 0 0 06 Dec 2022
Variational Laplace Autoencoders Yookoon Park C. Kim Gunhee Kim BDL DRL 26 21 0 30 Nov 2022
Audio Language Modeling using Perceptually-Guided Discrete Representations Felix Kreuk Yaniv Taigman Adam Polyak Jade Copet Gabriel Synnaeve Alexandre Défossez Yossi Adi 32 4 0 02 Nov 2022
Probabilistic Decomposition Transformer for Time Series Forecasting Junlong Tong Liping Xie Wankou Yang Kanjian Zhang AI4TS 24 5 0 31 Oct 2022
Recurrence Boosts Diversity! Revisiting Recurrent Latent Variable in Transformer-Based Variational AutoEncoder for Diverse Text Generation Jinyi Hu Xiaoyuan Yi Wenhao Li Maosong Sun Xingxu Xie DRL 27 0 0 22 Oct 2022
Learning Robust Dynamics through Variational Sparse Gating A. Jain Shivakanth Sujit S. Joshi Vincent Michalski Danijar Hafner Samira Ebrahimi Kahou 27 8 0 21 Oct 2022
Option-Aware Adversarial Inverse Reinforcement Learning for Robotic Control Jiayu Chen Tian-Shing Lan Vaneet Aggarwal BDL 12 16 0 05 Oct 2022
It Takes Two: Learning to Plan for Human-Robot Cooperative Carrying Eley Ng Ziang Liu Monroe Kennedy 28 18 0 26 Sep 2022
T2FPV: Dataset and Method for Correcting First-Person View Errors in Pedestrian Trajectory Prediction Ben Stoler Meghdeep Jana Soonmin Hwang Jean Oh 35 3 0 22 Sep 2022
Predicting the Next Action by Modeling the Abstract Goal Debaditya Roy Basura Fernando EgoV 26 18 0 12 Sep 2022
Bayesian Neural Network Language Modeling for Speech Recognition Boyang Xue Shoukang Hu Junhao Xu Mengzhe Geng Xunying Liu Helen M. Meng UQCV BDL 44 14 0 28 Aug 2022
Training Latent Variable Models with Auto-encoding Variational Bayes: A Tutorial Yang Zhi-Han BDL DRL 35 5 0 16 Aug 2022
Contrastive Learning for Unsupervised Domain Adaptation of Time Series Yilmazcan Ozyurt Stefan Feuerriegel Ce Zhang AI4TS 34 45 0 13 Jun 2022
GD-VAEs: Geometric Dynamic Variational Autoencoders for Learning Nonlinear Dynamics and Dimension Reductions Ryan Lopez P. Atzberger AI4CE 26 8 0 10 Jun 2022
Drawing out of Distribution with Neuro-Symbolic Generative Models Yi-Chuan Liang J. Tenenbaum T. Le N. Siddharth 23 7 0 03 Jun 2022
Cascaded Video Generation for Videos In-the-Wild Lluis Castrejon Nicolas Ballas Aaron Courville VGen 37 0 0 01 Jun 2022
Self-Supervised Speech Representation Learning: A Review Abdel-rahman Mohamed Hung-yi Lee Lasse Borgholt Jakob Drachmann Havtorn Joakim Edin ... Shang-Wen Li Karen Livescu Lars Maaløe Tara N. Sainath Shinji Watanabe SSL AI4TS 137 350 0 21 May 2022
Unsupervised Mismatch Localization in Cross-Modal Sequential Data with Application to Mispronunciations Localization Wei Wei Hengguan Huang Xiangming Gu Hao Wang Ye Wang BDL 22 0 0 05 May 2022
Variational Heteroscedastic Volatility Model Zexuan Yin P. Barucca AI4TS 23 0 0 11 Apr 2022
Domain Adaptation for Time-Series Classification to Mitigate Covariate Shift Felix Ott David Rügamer Lucas Heublein Bernd Bischl Christopher Mutschler OOD TTA AI4TS 33 31 0 07 Apr 2022
HiT-DVAE: Human Motion Generation via Hierarchical Transformer Dynamical VAE Xiaoyu Bie Wen Guo Simon Leglaive Laurent Girin Francesc Moreno-Noguer Xavier Alameda-Pineda VGen 3DH 35 13 0 04 Apr 2022
Diffusion Probabilistic Modeling for Video Generation Ruihan Yang Prakhar Srivastava Stephan Mandt DiffM VGen 59 257 0 16 Mar 2022