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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
Video Killed the HD-Map: Predicting Multi-Agent Behavior Directly From Aerial Images Yunpeng Liu Vasileios Lioutas J. Lavington Matthew Niedoba Justice Sefas ... Dylan Green Xiaoxuan Liang Berend Zwartsenberg Adam Scibior Frank Wood VGen 65 1 0 19 May 2023
Copula Variational LSTM for High-dimensional Cross-market Multivariate Dependence Modeling Jia Xu Longbin Cao AI4TS BDL 43 7 0 09 May 2023
Cheap and Deterministic Inference for Deep State-Space Models of Interacting Dynamical Systems Andreas Look M. Kandemir Barbara Rakitsch Jan Peters BDL 65 6 0 02 May 2023
Meta-Reinforcement Learning Based on Self-Supervised Task Representation Learning Mingyang Wang Zhenshan Bing Xiangtong Yao Shuai Wang Hang Su Chenguang Yang Kai Huang Alois C. Knoll SSL OOD 132 17 0 29 Apr 2023
Context-aware Domain Adaptation for Time Series Anomaly Detection Kwei-Herng Lai Lan Wang Huiyuan Chen Kaixiong Zhou Fei Wang Hao Yang Helen Zhou TTA AI4TS 95 8 0 15 Apr 2023
Deep state-space modeling for explainable representation, analysis, and generation of professional human poses B. E. Olivas-Padilla Alina Glushkova S. Manitsaris 54 0 0 13 Apr 2023
Habits and goals in synergy: a variational Bayesian framework for behavior Dongqi Han Kenji Doya Dongsheng Li Jun Tani BDL 78 215 0 11 Apr 2023
Uncovering the Missing Pattern: Unified Framework Towards Trajectory Imputation and Prediction Yi Xu Armin Bazarjani Hyung-Gun Chi Chiho Choi Y. Fu 84 33 0 28 Mar 2023
Human-Robot Kinaesthetic Interaction Based on Free Energy Principle Hiroki Sawada Wataru Ohata Jun Tani 36 1 0 27 Mar 2023
Variational Inference for Longitudinal Data Using Normalizing Flows Clément Chadebec S. Allassonnière BDL DRL 49 1 0 24 Mar 2023
Kullback-Leibler Divergence and Akaike Information Criterion in General Hidden Markov Models C. Fuh C. Kao T. Pang 47 0 0 14 Mar 2023
Speech Modeling with a Hierarchical Transformer Dynamical VAE Xiaoyu Lin Xiaoyu Bie Simon Leglaive Laurent Girin Xavier Alameda-Pineda BDL 85 2 0 07 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 128 5 0 03 Mar 2023
Fast Trajectory End-Point Prediction with Event Cameras for Reactive Robot Control Marco Monforte Luna Gava Massimiliano Iacono Arren J. Glover Chiara Bartolozzi 59 7 0 27 Feb 2023
Learning from Predictions: Fusing Training and Autoregressive Inference for Long-Term Spatiotemporal Forecasts Pantelis R. Vlachas Petros Koumoutsakos AI4TS AI4CE 97 7 0 22 Feb 2023
Learning Mixture Structure on Multi-Source Time Series for Probabilistic Forecasting Tianli Guo AI4TS 68 0 0 22 Feb 2023
Towards Zero-trust Security for the Metaverse Ruizhi Cheng Songqing Chen Bo Han 53 32 0 17 Feb 2023
Deep networks for system identification: a Survey G. Pillonetto Aleksandr Aravkin Daniel Gedon L. Ljung Antônio H. Ribeiro Thomas B. Schon OOD 105 45 0 30 Jan 2023
Neural Continuous-Discrete State Space Models for Irregularly-Sampled Time Series Abdul Fatir Ansari Alvin Heng Andre Lim Harold Soh BDL AI4TS 91 16 0 26 Jan 2023
Causal Recurrent Variational Autoencoder for Medical Time Series Generation Hongming Li Shujian Yu José C. Príncipe CML BDL MedIm 79 52 0 16 Jan 2023
Anti-aliasing Predictive Coding Network for Future Video Frame Prediction Chaofan Ling Wei-Hong Li Junpei Zhong 63 0 0 13 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 85 13 0 09 Jan 2023
Generative Time Series Forecasting with Diffusion, Denoise, and Disentanglement Yuante Li Xin-xin Lu Yaqing Wang De-Yu Dou DiffM AI4TS 97 105 0 08 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 91 7 0 04 Jan 2023
Deep Latent State Space Models for Time-Series Generation Linqi Zhou Michael Poli Winnie Xu Stefano Massaroli Stefano Ermon BDL AI4TS 88 38 0 24 Dec 2022
Predictive Coding Based Multiscale Network with Encoder-Decoder LSTM for Video Prediction Chaofan Ling Junpei Zhong Wei-Hong Li 70 3 0 22 Dec 2022
PVGRU: Generating Diverse and Relevant Dialogue Responses via Pseudo-Variational Mechanism Yongkang Liu Shi Feng Daling Wang Yifei Zhang Hinrich Schütze 111 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 69 0 0 06 Dec 2022
Learning Representations that Enable Generalization in Assistive Tasks Jerry Zhi-Yang He Aditi Raghunathan Daniel S. Brown Zackory M. Erickson Anca Dragan OOD 86 20 0 05 Dec 2022
Variational Laplace Autoencoders Yookoon Park C. Kim Gunhee Kim BDL DRL 59 22 0 30 Nov 2022
STGlow: A Flow-based Generative Framework with Dual Graphormer for Pedestrian Trajectory Prediction Rongqin Liang Yuanman Li Jiantao Zhou Xia Li 84 15 0 21 Nov 2022
Latent User Intent Modeling for Sequential Recommenders B. Chang Alexandros Karatzoglou Yuyan Wang Can Xu Ed H. Chi Minmin Chen OffRL 45 10 0 17 Nov 2022
Conditional variational autoencoder to improve neural audio synthesis for polyphonic music sound Seokjin Lee Minhan Kim S. Shin Daeho Lee I. Jang Wootaek Lim 25 1 0 16 Nov 2022
Predicting phoneme-level prosody latents using AR and flow-based Prior Networks for expressive speech synthesis Konstantinos Klapsas Karolos Nikitaras Nikolaos Ellinas June Sig Sung Inchul Hwang S. Raptis Aimilios Chalamandaris Pirros Tsiakoulis 51 0 0 02 Nov 2022
Audio Language Modeling using Perceptually-Guided Discrete Representations Felix Kreuk Yaniv Taigman Adam Polyak Jade Copet Gabriel Synnaeve Alexandre Défossez Yossi Adi 85 4 0 02 Nov 2022
Probabilistic Decomposition Transformer for Time Series Forecasting Junlong Tong Liping Xie Wankou Yang Kanjian Zhang AI4TS 62 5 0 31 Oct 2022
MILD: Multimodal Interactive Latent Dynamics for Learning Human-Robot Interaction V. Prasad Dorothea Koert R. Stock-Homburg Jan Peters Georgia Chalvatzaki 87 11 0 22 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 115 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 68 9 0 21 Oct 2022
Latent Temporal Flows for Multivariate Analysis of Wearables Data Magda Amiridi Gregory Darnell S. Jewell AI4TS 49 2 0 14 Oct 2022
Option-Aware Adversarial Inverse Reinforcement Learning for Robotic Control Jiayu Chen Tian-Shing Lan Vaneet Aggarwal BDL 110 17 0 05 Oct 2022
Representing Spatial Trajectories as Distributions Dídac Surís Carl Vondrick 92 5 0 04 Oct 2022
It Takes Two: Learning to Plan for Human-Robot Cooperative Carrying Eley Ng Ziang Liu Monroe Kennedy 78 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 93 3 0 22 Sep 2022
Social-PatteRNN: Socially-Aware Trajectory Prediction Guided by Motion Patterns Ingrid Navarro Jean Oh 95 15 0 12 Sep 2022
Predicting the Next Action by Modeling the Abstract Goal Debaditya Roy Basura Fernando EgoV 89 18 0 12 Sep 2022
From latent dynamics to meaningful representations Dedi Wang Yihang Wang Luke J. Evans P. Tiwary AI4CE 88 10 0 02 Sep 2022
Sketching the Expression: Flexible Rendering of Expressive Piano Performance with Self-Supervised Learning Seungyeon Rhyu Sarah Kim Kyogu Lee 66 8 0 31 Aug 2022
Bayesian Neural Network Language Modeling for Speech Recognition Boyang Xue Shoukang Hu Junhao Xu Mengzhe Geng Xunying Liu Helen M. Meng UQCV BDL 124 18 0 28 Aug 2022
Expressivity of Hidden Markov Chains vs. Recurrent Neural Networks from a system theoretic viewpoint F. Desbouvries Y. Petetin Achille Salaün BDL 48 1 0 17 Aug 2022