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Dynamical Variational Autoencoders: A Comprehensive Review

https://doi.org/10.1561/2200000089

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

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Identifying independence in bayesian networks

inferredcites →https://doi.org/10.1007/3-540-28820-1openalex-snapshot

The Variational Bayes Method in Signal Processing

inferredcites →https://doi.org/10.1007/978-1-4612-5110-1_9openalex-snapshot

A Stochastic Approximation Method

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Vector Quantization and Signal Compression

inferredcites →https://doi.org/10.1007/978-3-030-10925-7_27openalex-snapshot

Auxiliary Guided Autoregressive Variational Autoencoders

inferredcites →https://doi.org/10.1007/978-3-030-58568-6_28openalex-snapshot

History Repeats Itself: Human Motion Prediction via Motion Attention

inferredcites →https://doi.org/10.1007/978-3-319-46454-1_34openalex-snapshot

Keep It SMPL: Automatic Estimation of 3D Human Pose and Shape from a Single Image

inferredcites →https://doi.org/10.1007/978-3-319-49409-8_7openalex-snapshot

Temporal Convolutional Networks: A Unified Approach to Action Segmentation

inferredcites →https://doi.org/10.1007/978-3-658-40442-0_9openalex-snapshot

Generative Adversarial Nets

inferredcites →https://doi.org/10.1007/978-94-011-5014-9_12openalex-snapshot

A View of the Em Algorithm that Justifies Incremental, Sparse, and other Variants

inferredcites →https://doi.org/10.1007/978-94-011-5014-9_5openalex-snapshot

An Introduction to Variational Methods for Graphical Models

inferredcites →https://doi.org/10.1016/j.ins.2019.03.066openalex-snapshot

Recurrent neural network-based semantic variational autoencoder for Sequence-to-sequence learning

inferredcites →https://doi.org/10.1016/j.neucom.2009.06.009openalex-snapshot

Variational Bayesian learning of nonlinear hidden state-space models for model predictive control

inferredcites →https://doi.org/10.1080/01621459.1990.10474930openalex-snapshot

A Monte Carlo Implementation of the EM Algorithm and the Poor Man's Data Augmentation Algorithms

inferredcites →https://doi.org/10.1093/acprof:oso/9780199641178.001.0001openalex-snapshot

Time Series Analysis by State Space Methods

inferredcites →https://doi.org/10.1109/18.243446openalex-snapshot

Proper complex random processes with applications to information theory

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The unscented Kalman filter for nonlinear estimation

inferredcites →https://doi.org/10.1109/cvpr.2017.497openalex-snapshot

On Human Motion Prediction Using Recurrent Neural Networks

inferredcites →https://doi.org/10.1109/cvpr.2017.637openalex-snapshot

Factorized Variational Autoencoders for Modeling Audience Reactions to Movies

inferredcites →https://doi.org/10.1109/cvpr.2018.00165openalex-snapshot

MoCoGAN: Decomposing Motion and Content for Video Generation

inferredcites →https://doi.org/10.1109/icassp.2001.941023openalex-snapshot

Perceptual evaluation of speech quality (PESQ)-a new method for speech quality assessment of telephone networks and codecs

inferredcites →https://doi.org/10.1109/icassp.2013.6638947openalex-snapshot

Speech recognition with deep recurrent neural networks

inferredcites →https://doi.org/10.1109/icassp.2018.8461530openalex-snapshot

Statistical Speech Enhancement Based on Probabilistic Integration of Variational Autoencoder and Non-Negative Matrix Factorization

inferredcites →https://doi.org/10.1109/icassp.2019.8683277openalex-snapshot

Low Bit-rate Speech Coding with VQ-VAE and a WaveNet Decoder

inferredcites →https://doi.org/10.1109/icassp.2019.8683704openalex-snapshot

Semi-supervised Multichannel Speech Enhancement with Variational Autoencoders and Non-negative Matrix Factorization

inferredcites →https://doi.org/10.1109/icassp.2019.8683855openalex-snapshot

SDR – Half-baked or Well Done?

inferredcites →https://doi.org/10.1109/icassp40776.2020.9054074openalex-snapshot

Feedback Recurrent Autoencoder

inferredcites →https://doi.org/10.1109/icassp40776.2020.9054554openalex-snapshot

Transformer VAE: A Hierarchical Model for Structure-Aware and Interpretable Music Representation Learning

inferredcites →https://doi.org/10.1109/iccv.2019.00713openalex-snapshot

Video Compression With Rate-Distortion Autoencoders

inferredcites →https://doi.org/10.1109/iccv48922.2021.01080openalex-snapshot

Action-Conditioned 3D Human Motion Synthesis with Transformer VAE

inferredcites →https://doi.org/10.1109/icmla.2018.00207openalex-snapshot

Unsupervised Anomaly Detection in Energy Time Series Data Using Variational Recurrent Autoencoders with Attention

inferredcites →https://doi.org/10.1109/ijcnn.2019.8852155openalex-snapshot

A Transformer-Based Variational Autoencoder for Sentence Generation

inferredcites →https://doi.org/10.1109/maes.2005.1499276openalex-snapshot

Nonlinear filters: beyond the Kalman filter

inferredcites →https://doi.org/10.1109/tasl.2011.2114881openalex-snapshot

An Algorithm for Intelligibility Prediction of Time–Frequency Weighted Noisy Speech

inferredcites →https://doi.org/10.1109/taslp.2019.2915167openalex-snapshot

Conv-TasNet: Surpassing Ideal Time–Frequency Magnitude Masking for Speech Separation

inferredcites →https://doi.org/10.1109/taslp.2022.3207349openalex-snapshot

Unsupervised Speech Enhancement Using Dynamical Variational Autoencoders

inferredcites →https://doi.org/10.1109/tpami.2013.248openalex-snapshot

Human3.6M: Large Scale Datasets and Predictive Methods for 3D Human Sensing in Natural Environments

inferredcites →https://doi.org/10.1109/tsp.2010.2102756openalex-snapshot

Bayesian Nonparametric Inference of Switching Dynamic Linear Models

inferredcites →https://doi.org/10.1109/tsp.2016.2576427openalex-snapshot

A Flexible and Efficient Algorithmic Framework for Constrained Matrix and Tensor Factorization

inferredcites →https://doi.org/10.1109/wacv.2018.00136openalex-snapshot

Channel-Recurrent Autoencoding for Image Modeling

inferredcites →https://doi.org/10.1109/waspaa.2017.8169994openalex-snapshot

An em algorithm for audio source separation based on the convolutive transfer function

inferredcites →https://doi.org/10.1111/1467-9868.00196openalex-snapshot

Probabilistic Principal Component Analysis

inferredcites →https://doi.org/10.1111/j.2517-6161.1984.tb01290.xopenalex-snapshot

Monte Carlo Methods of Inference for Implicit Statistical Models

inferredcites →https://doi.org/10.1126/science.1127647openalex-snapshot

Reducing the Dimensionality of Data with Neural Networks

inferredcites →https://doi.org/10.1126/science.7761831openalex-snapshot

The "Wake-Sleep" Algorithm for Unsupervised Neural Networks

inferredcites →https://doi.org/10.1162/neco.1989.1.2.270openalex-snapshot

A Learning Algorithm for Continually Running Fully Recurrent Neural Networks

inferredcites →https://doi.org/10.1561/2200000056openalex-snapshot

An Introduction to Variational Autoencoders

inferredcites →https://doi.org/10.1609/aaai.v31i1.10779openalex-snapshot

Structured Inference Networks for Nonlinear State Space Models

inferredcites →https://doi.org/10.1609/aaai.v31i1.10983openalex-snapshot

A Hierarchical Latent Variable Encoder-Decoder Model for Generating Dialogues

inferredcites →https://doi.org/10.1609/aaai.v32i1.11867openalex-snapshot

Multi-Level Variational Autoencoder: Learning Disentangled Representations From Grouped Observations

inferredcites →https://doi.org/10.1609/aaai.v32i1.11985openalex-snapshot

Variational Recurrent Neural Machine Translation

inferredcites →https://doi.org/10.17863/cam.17371openalex-snapshot

Neural Adaptive Sequential Monte Carlo

inferredcites →https://doi.org/10.18653/v1/d17-1043openalex-snapshot

Piecewise Latent Variables for Neural Variational Text Processing

inferredcites →https://doi.org/10.18653/v1/d17-1066openalex-snapshot

A Hybrid Convolutional Variational Autoencoder for Text Generation

inferredcites →https://doi.org/10.18653/v1/k16-1002openalex-snapshot

Generating Sentences from a Continuous Space

inferredcites →https://doi.org/10.18653/v1/p17-1061openalex-snapshot

Learning Discourse-level Diversity for Neural Dialog Models using Conditional Variational Autoencoders

inferredcites →https://doi.org/10.18653/v1/p18-1101openalex-snapshot

Unsupervised Discrete Sentence Representation Learning for Interpretable Neural Dialog Generation

inferredcites →https://doi.org/10.21437/interspeech.2016-1183openalex-snapshot

Modeling and Transforming Speech Using Variational Autoencoders

inferredcites →https://doi.org/10.21437/interspeech.2017-349openalex-snapshot

Learning Latent Representations for Speech Generation and Transformation

inferredcites →https://doi.org/10.21437/interspeech.2018-1598openalex-snapshot

Acoustic Modeling Using Adversarially Trained Variational Recurrent Neural Network for Speech Synthesis

inferredcites →https://doi.org/10.21437/interspeech.2019-1398openalex-snapshot

A Statistically Principled and Computationally Efficient Approach to Speech Enhancement Using Variational Autoencoders

inferredcites →https://doi.org/10.24963/ijcai.2019/727openalex-snapshot

T-CVAE: Transformer-Based Conditioned Variational Autoencoder for Story Completion

inferredcites →https://doi.org/10.3115/v1/d14-1179openalex-snapshot

Learning Phrase Representations using RNN Encoder–Decoder for Statistical Machine Translation

inferredcites →https://doi.org/10.3389/fncom.2020.00071openalex-snapshot

Variational Online Learning of Neural Dynamics

inferredcites →https://doi.org/10.4230/lipics.fun.2016.3openalex-snapshot

Generating Sequences With Recurrent Neural Networks

inferredcites →https://doi.org/10.4230/lipics.itp.2023.19openalex-snapshot

Exploiting Generative AI to Scale up Intelligent Tutoring Systems

inferredcites →https://doi.org/10.48550/arxiv.1206.6392openalex-snapshot

Modeling Temporal Dependencies in High-Dimensional Sequences: Application to Polyphonic Music Generation and Transcription

inferredcites →https://doi.org/10.48550/arxiv.1312.6114openalex-snapshot

Auto-Encoding Variational Bayes

inferredcites →https://doi.org/10.48550/arxiv.1401.4082openalex-snapshot

Stochastic Backpropagation and Approximate Inference in Deep Generative Models

inferredcites →https://doi.org/10.48550/arxiv.1410.6460openalex-snapshot

Markov Chain Monte Carlo and Variational Inference: Bridging the Gap

inferredcites →https://doi.org/10.48550/arxiv.1411.7610openalex-snapshot

Learning Stochastic Recurrent Networks

inferredcites →https://doi.org/10.48550/arxiv.1412.6581openalex-snapshot

Variational Recurrent Auto-Encoders

inferredcites →https://doi.org/10.48550/arxiv.1412.6980openalex-snapshot

Adam: A Method for Stochastic Optimization

inferredcites →https://doi.org/10.48550/arxiv.1501.07320openalex-snapshot

Tensor Factorization via Matrix Factorization

inferredcites →https://doi.org/10.48550/arxiv.1505.05770openalex-snapshot

Variational Inference with Normalizing Flows

inferredcites →https://doi.org/10.48550/arxiv.1506.02216openalex-snapshot

A Recurrent Latent Variable Model for Sequential Data

inferredcites →https://doi.org/10.48550/arxiv.1506.03099openalex-snapshot

Scheduled Sampling for Sequence Prediction with Recurrent Neural Networks

inferredcites →https://doi.org/10.48550/arxiv.1506.07365openalex-snapshot

Embed to Control: A Locally Linear Latent Dynamics Model for Control from Raw Images

inferredcites →https://doi.org/10.48550/arxiv.1509.07087openalex-snapshot

Deep Temporal Sigmoid Belief Networks for Sequence Modeling

inferredcites →https://doi.org/10.48550/arxiv.1511.06038openalex-snapshot

Neural Variational Inference for Text Processing

inferredcites →https://doi.org/10.48550/arxiv.1511.07367openalex-snapshot

Black box variational inference for state space models

inferredcites →https://doi.org/10.48550/arxiv.1601.06759openalex-snapshot

Pixel Recurrent Neural Networks

inferredcites →https://doi.org/10.48550/arxiv.1602.02282openalex-snapshot

Ladder Variational Autoencoders

inferredcites →https://doi.org/10.48550/arxiv.1602.05473openalex-snapshot

Auxiliary Deep Generative Models

inferredcites →https://doi.org/10.48550/arxiv.1603.04467openalex-snapshot

TensorFlow: Large-Scale Machine Learning on Heterogeneous Distributed Systems

inferredcites →https://doi.org/10.48550/arxiv.1603.06277openalex-snapshot

Composing graphical models with neural networks for structured representations and fast inference

inferredcites →https://doi.org/10.48550/arxiv.1604.08772openalex-snapshot

Towards Conceptual Compression

inferredcites →https://doi.org/10.48550/arxiv.1605.07571openalex-snapshot

Sequential Neural Models with Stochastic Layers

inferredcites →https://doi.org/10.48550/arxiv.1606.05328openalex-snapshot

Conditional Image Generation with PixelCNN Decoders

inferredcites →https://doi.org/10.48550/arxiv.1609.03499openalex-snapshot

WaveNet: A Generative Model for Raw Audio

inferredcites →https://doi.org/10.48550/arxiv.1610.08466openalex-snapshot

Recurrent switching linear dynamical systems

inferredcites →https://doi.org/10.48550/arxiv.1701.00160openalex-snapshot

NIPS 2016 Tutorial: Generative Adversarial Networks

inferredcites →https://doi.org/10.48550/arxiv.1705.10306openalex-snapshot

Auto-Encoding Sequential Monte Carlo

inferredcites →https://doi.org/10.48550/arxiv.1705.10915openalex-snapshot

Unsupervised Learning of Disentangled Representations from Video

inferredcites →https://doi.org/10.48550/arxiv.1705.11140openalex-snapshot

Variational Sequential Monte Carlo

inferredcites →https://doi.org/10.48550/arxiv.1706.00400openalex-snapshot

Learning Disentangled Representations with Semi-Supervised Deep Generative Models

inferredcites →https://doi.org/10.48550/arxiv.1706.03643openalex-snapshot

Tackling Over-pruning in Variational Autoencoders

inferredcites →https://doi.org/10.48550/arxiv.1706.08033openalex-snapshot

Decomposing Motion and Content for Natural Video Sequence Prediction

inferredcites →https://doi.org/10.48550/arxiv.1709.07902openalex-snapshot

Unsupervised Learning of Disentangled and Interpretable Representations from Sequential Data

inferredcites →https://doi.org/10.48550/arxiv.1710.05741openalex-snapshot

A Disentangled Recognition and Nonlinear Dynamics Model for Unsupervised Learning

inferredcites →https://doi.org/10.48550/arxiv.1711.00937openalex-snapshot

Neural Discrete Representation Learning

inferredcites →https://doi.org/10.48550/arxiv.1802.05983openalex-snapshot

Disentangling by Factorising

inferredcites →https://doi.org/10.48550/arxiv.1802.07687openalex-snapshot

Stochastic Video Generation with a Learned Prior

inferredcites →https://doi.org/10.48550/arxiv.1803.01271openalex-snapshot

An Empirical Evaluation of Generic Convolutional and Recurrent Networks for Sequence Modeling

inferredcites →https://doi.org/10.48550/arxiv.1803.02991openalex-snapshot

Disentangled Sequential Autoencoder

inferredcites →https://doi.org/10.48550/arxiv.1803.05428openalex-snapshot

A Hierarchical Latent Vector Model for Learning Long-Term Structure in Music

inferredcites →https://doi.org/10.48550/arxiv.1808.00892openalex-snapshot

Semi-blind source separation with multichannel variational autoencoder

inferredcites →https://doi.org/10.48550/arxiv.1810.02845openalex-snapshot

Deep Generative Video Compression

inferredcites →https://doi.org/10.48550/arxiv.1901.05534openalex-snapshot

Lagging Inference Networks and Posterior Collapse in Variational Autoencoders

inferredcites →https://doi.org/10.48550/arxiv.1906.01549openalex-snapshot

Streaming Variational Monte Carlo

inferredcites →https://doi.org/10.48550/arxiv.1906.03255openalex-snapshot

Disentangled State Space Representations

inferredcites →https://doi.org/10.48550/arxiv.1912.10702openalex-snapshot

The Usual Suspects? Reassessing Blame for VAE Posterior Collapse

inferredcites →https://doi.org/10.48550/arxiv.2007.03898openalex-snapshot

NVAE: A Deep Hierarchical Variational Autoencoder

inferredcites →https://doi.org/10.48550/arxiv.2008.01393openalex-snapshot

Neural Granular Sound Synthesis

inferredcites →https://doi.org/10.5555/1046920.1088695openalex-snapshot

Variational Message Passing

inferredcites →https://doi.org/10.5555/1756006.1953039openalex-snapshot

Stacked Denoising Autoencoders: Learning Useful Representations in a Deep Network with a Local Denoising Criterion

inferredcites →https://doi.org/10.5772/110openalex-snapshot

Kalman Filter Recent Advances and Applications

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Pattern recognition and machine learning

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Variational Inference: A Review for Statisticians

inferredcites →https://doi.org/10.7551/mitpress/3348.001.0001openalex-snapshot

Graphical Models for Machine Learning and Digital Communication

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Reduced Order Modeling conditioned on monitored features for response and error bounds estimation in engineered systems

inferred← citeshttps://doi.org/10.1021/photonsci.5c00032openalex-snapshot

AI for Transmission Electron Microscopy

inferred← citeshttps://doi.org/10.1029/2022ms003353openalex-snapshot

Data Assimilation Networks

inferred← citeshttps://doi.org/10.1038/s41467-026-70719-2openalex-snapshot

Learning earthquake ground motions via conditional generative modeling

inferred← citeshttps://doi.org/10.1038/s41562-022-01510-8openalex-snapshot

Modelling human behaviour in cognitive tasks with latent dynamical systems

inferred← citeshttps://doi.org/10.1038/s42254-024-00688-2openalex-snapshot

Generative learning for nonlinear dynamics

inferred← citeshttps://doi.org/10.1038/s44387-025-00066-yopenalex-snapshot

Flow matching meets biology and life science: a survey

inferred← citeshttps://doi.org/10.1055/s-0043-1774796openalex-snapshot

A Perspective on How Fibrinaloid Microclots and Platelet Pathology May be Applied in Clinical Investigations

inferred← citeshttps://doi.org/10.1061/jenmdt.emeng-7635openalex-snapshot

Structural Dynamics Feature Learning Using a Supervised Variational Autoencoder

inferred← citeshttps://doi.org/10.1063/5.0263474openalex-snapshot

Unsupervised super-resolution data assimilation using conditional variational autoencoders with estimating background covariances via super-resolution

inferred← citeshttps://doi.org/10.1080/08839514.2026.2736293openalex-snapshot

Unraveling the black-box: exploring the accretion during training of influential neural network nodes as a means toward transparency

inferred← citeshttps://doi.org/10.1080/23273798.2025.2506642openalex-snapshot

Combining top-down syllabic duration prediction with bottom-up envelope processing for syllabic segmentation in speech perception: a computational Modeling study with the COSMO-Onset model

inferred← citeshttps://doi.org/10.1088/1361-6501/acde97openalex-snapshot

Fault detection of a reciprocating plunger pump with fault-free data based on an unsupervised feature encoder and minimum covariance determinant

inferred← citeshttps://doi.org/10.1088/1741-4326/adf121openalex-snapshot

Plasma state monitoring and disruption characterization using multimodal VAEs

inferred← citeshttps://doi.org/10.1088/2631-7990/adbd98openalex-snapshot

Integration of AI with artificial sensory systems for multidimensional intelligent augmentation

inferred← citeshttps://doi.org/10.1088/2632-2153/ada99dopenalex-snapshot

Predicting nonequilibrium Green’s function dynamics and photoemission spectra via nonlinear integral operator learning

inferred← citeshttps://doi.org/10.1093/bib/bbad429openalex-snapshot

Phanto-IDP: compact model for precise intrinsically disordered protein backbone generation and enhanced sampling

inferred← citeshttps://doi.org/10.1098/rsif.2025.0468openalex-snapshot

From reductionism to realism: holistic mathematical modelling for complex biological systems

inferred← citeshttps://doi.org/10.1103/61h8-8qr5openalex-snapshot

Using matrix-product states for time-series machine learning

inferred← citeshttps://doi.org/10.1109/access.2022.3141654openalex-snapshot

Compression of Pulsed Infrared Thermography Data With Unsupervised Learning for Nondestructive Evaluation of Additively Manufactured Metals

inferred← citeshttps://doi.org/10.1109/access.2022.3155873openalex-snapshot

Hybrid Restricted Boltzmann Machine– Convolutional Neural Network Model for Image Recognition

inferred← citeshttps://doi.org/10.1109/access.2023.3283982openalex-snapshot

A Survey on Artificial Intelligence-Based Acoustic Source Identification

inferred← citeshttps://doi.org/10.1109/access.2024.3434708openalex-snapshot

Enhancing Gas Turbine Fault Diagnosis Using a Multi-Scale Dilated Graph Variational Autoencoder Model

inferred← citeshttps://doi.org/10.1109/access.2024.3482359openalex-snapshot

A Bitrate-Scalable Variational Recurrent Mel-Spectrogram Coder for Real-Time Resynthesis-Based Speech Coding

inferred← citeshttps://doi.org/10.1109/access.2025.3622002openalex-snapshot

Adapting GenAI Strategies: Understanding Models, Aims, and Challenges in Different Targeted Data and Domains

inferred← citeshttps://doi.org/10.1109/access.2026.3730637openalex-snapshot

Learning What Matters in FHIR Graph Generation for Synthetic Patient Trajectories

inferred← citeshttps://doi.org/10.1109/cbms69103.2026.00024openalex-snapshot

Temporal Latent Priors Improve Sequential Generative Modeling of Full-Length 12-Lead ECGs

inferred← citeshttps://doi.org/10.1109/cipcv65863.2025.00029openalex-snapshot

Brain Tumor Synthesis and Segmentation Using Multi-Scale Diffusion and SAM-Adapter

inferred← citeshttps://doi.org/10.1109/eiecs67708.2025.11283186openalex-snapshot

PG-DGNN: A Physics-Guided Dynamic Graph Neural Network for Robust Point Cloud Semantic Segmentation in Prefabricated Construction

inferred← citeshttps://doi.org/10.1109/fuzz-ieee60900.2024.10612163openalex-snapshot

Rapidae: A Python Library for Creation, Experimentation, and Benchmarking of Autoencoder Models

inferred← citeshttps://doi.org/10.1109/i2mtc62753.2025.11078954openalex-snapshot

Variational Autoencoder for Calibration: A New Approach

inferred← citeshttps://doi.org/10.1109/icacrs58579.2023.10404103openalex-snapshot

An Integration of Indian Philosophy and Machine Learning for Human-like Cognition

inferred← citeshttps://doi.org/10.1109/icassp49357.2023.10094849openalex-snapshot

Audio-Visual Speech Enhancement with a Deep Kalman Filter Generative Model

inferred← citeshttps://doi.org/10.1109/icassp49357.2023.10094953openalex-snapshot

Variational Inference Aided Estimation of Time Varying Channels

inferred← citeshttps://doi.org/10.1109/icassp49357.2023.10096751openalex-snapshot

Speech Modeling with a Hierarchical Transformer Dynamical VAE

inferred← citeshttps://doi.org/10.1109/icassp49660.2025.10887585openalex-snapshot

Deep Dynamic Probabilistic Canonical Correlation Analysis

inferred← citeshttps://doi.org/10.1109/icassp49660.2025.10888669openalex-snapshot

iDANSE: Iterative Data-driven Nonlinear State Estimation of Model-free Hidden Sequences

inferred← citeshttps://doi.org/10.1109/icassp49660.2025.10888810openalex-snapshot

Particle-based Data-driven Nonlinear State Estimation of Model-free Process from Nonlinear Measurements

inferred← citeshttps://doi.org/10.1109/icassp49660.2025.10889363openalex-snapshot

A Hierarchical Taxonomy For Deep State Space Models

inferred← citeshttps://doi.org/10.1109/icassp49660.2025.10889947openalex-snapshot

Valve Token Masked Autoencoder for Missing Recordings on Cardiac Abnormality Classification

inferred← citeshttps://doi.org/10.1109/icassp55912.2026.11462991openalex-snapshot

DNS: Data-Driven Nonlinear Smoother for Complex Model-Free Process

inferred← citeshttps://doi.org/10.1109/icassp55912.2026.11463548openalex-snapshot

VSE: Variational State Estimation of Complex Model-Free Process

inferred← citeshttps://doi.org/10.1109/icc52391.2025.11160916openalex-snapshot

Self-Supervised Deep State Space Model for Enhanced Indoor Tracking

inferred← citeshttps://doi.org/10.1109/iccmrai67732.2026.11724355openalex-snapshot

A Distributed AI-Based Computational Framework for Real-Time Economic Forecasting and Autonomous Policy Adjustment with Integrated Social Service Optimization in Non-Stationary Market Environments

inferred← citeshttps://doi.org/10.1109/iccr67387.2025.11291999openalex-snapshot

Lung Nodule Detection in Low-Dose Chest CT Scan Images Using 3D Residual Convolutional Neural Network Architectures

inferred← citeshttps://doi.org/10.1109/iccsp64183.2025.11088756openalex-snapshot

Deep Learning-Driven Autoencoder Models for Robust Underwater Acoustic Communication: A Survey on DCAEs, VAEs, Adaptive Modulation

inferred← citeshttps://doi.org/10.1109/iccsse63803.2024.10823747openalex-snapshot

A Complex Skill Learning Method Integrating Particle Swarm and Variational Autoencoder for Robot

inferred← citeshttps://doi.org/10.1109/iccv51070.2023.00988openalex-snapshot

Recovering a Molecule’s 3D Dynamics from Liquid-phase Electron Microscopy Movies

inferred← citeshttps://doi.org/10.1109/iccv51070.2023.01260openalex-snapshot

Uncertainty-aware State Space Transformer for Egocentric 3D Hand Trajectory Forecasting

inferred← citeshttps://doi.org/10.1109/icdm54844.2022.00081openalex-snapshot

A Dynamic Variational Framework for Open-World Node Classification in Structured Sequences

inferred← citeshttps://doi.org/10.1109/icdsaai65575.2025.11011809openalex-snapshot

A Review of Generative AI in Recommendation Systems

inferred← citeshttps://doi.org/10.1109/iceca58529.2023.10394852openalex-snapshot

Enhancing Stroke Lesion Classification with Conditional GAN: Leveraging Unsupervised Clustering and Class-Conditioned Synthetic Data

inferred← citeshttps://doi.org/10.1109/iceca58529.2023.10395209openalex-snapshot

Spatial Analysis-Enhanced Dermatological Image Classification for Paronychia

inferred← citeshttps://doi.org/10.1109/iceca58529.2023.10395625openalex-snapshot

Enhancing Segmentation Efficiency: A 2D U-Net Approach with 3D-to-2D Conversion for Medical Image Analysis

inferred← citeshttps://doi.org/10.1109/icme55011.2023.00292openalex-snapshot

A Disentangled Recurrent Variational Autoencoder for Speech Enhancement

inferred← citeshttps://doi.org/10.1109/icoecai67333.2025.11335780openalex-snapshot

Wind-Photovoltaic Power Generation Scenario Generation Based on VAE-DCGAN

inferred← citeshttps://doi.org/10.1109/isscs58449.2023.10190853openalex-snapshot

Distribution Modelling for Yield Analysis using Variational Autoencoders

inferred← citeshttps://doi.org/10.1109/itnec56291.2023.10082709openalex-snapshot

Anomaly Detection For Autonomous Driving Public Transports

inferred← citeshttps://doi.org/10.1109/jbhi.2023.3309302openalex-snapshot

A Probabilistic Approach to Blood Glucose Prediction in Type 1 Diabetes Under Meal Uncertainties

inferred← citeshttps://doi.org/10.1109/jiot.2024.3486725openalex-snapshot

SAW: Semantic-Aware WebRTC Transmission Using Diffusion-Based Scalable Video Coding

inferred← citeshttps://doi.org/10.1109/jsen.2024.3437292openalex-snapshot

Integrating Machine Learning With Sensor Technology for Multiphase Flow Measurement: A Review

inferred← citeshttps://doi.org/10.1109/jstsp.2022.3207050openalex-snapshot

Self-Supervised Speech Representation Learning: A Review

inferred← citeshttps://doi.org/10.1109/lra.2023.3306646openalex-snapshot

MIntNet: Rapid Motion Intention Forecasting of Coupled Human-Robot Systems With Simulation-to-Real Autoregressive Neural Networks

inferred← citeshttps://doi.org/10.1109/lsp.2025.3541537openalex-snapshot

Physics-Informed Data-Driven Autoregressive Nonlinear Filter

inferred← citeshttps://doi.org/10.1109/naps61145.2024.10741685openalex-snapshot

Applications for Autoencoders in Power Systems

inferred← citeshttps://doi.org/10.1109/ojcoms.2023.3320646openalex-snapshot

An Overview on Generative AI at Scale With Edge–Cloud Computing

inferred← citeshttps://doi.org/10.1109/ojits.2025.3580271openalex-snapshot

Novelty Detection in Autonomous Driving: A Generative Multi-Modal Sensor Fusion Approach

inferred← citeshttps://doi.org/10.1109/phm-xian66756.2025.11427772openalex-snapshot

Disentangled Representation Learning for Motor Fault Diagnosis Under Variable Working Conditions

inferred← citeshttps://doi.org/10.1109/soli60636.2023.10425549openalex-snapshot

Mitigating Catastrophic Forgetting in Continual Learning-Based Image Classification

inferred← citeshttps://doi.org/10.1109/tai.2023.3283488openalex-snapshot

Learning Visual Representation for Autonomous Drone Navigation via a Contrastive World Model

inferred← citeshttps://doi.org/10.1109/tai.2025.3526138openalex-snapshot

From Global to Hybrid: A Review of Supervised Deep Learning for 2-D Image Feature Representation

inferred← citeshttps://doi.org/10.1109/taslp.2022.3207349openalex-snapshot

Unsupervised Speech Enhancement Using Dynamical Variational Autoencoders

inferred← citeshttps://doi.org/10.1109/taslp.2023.3285241openalex-snapshot

Speech Enhancement and Dereverberation With Diffusion-Based Generative Models

inferred← citeshttps://doi.org/10.1109/tbdata.2025.3598713openalex-snapshot

DucDiff: Dual-Consistent Diffusion for Uncertainty-Aware Information Diffusion Prediction

inferred← citeshttps://doi.org/10.1109/tcsvt.2023.3311039openalex-snapshot

Stochastic Latent Talking Face Generation Toward Emotional Expressions and Head Poses

inferred← citeshttps://doi.org/10.1109/tgrs.2025.3541937openalex-snapshot

Controllable Generative Knowledge-Driven Few-Shot Object Detection From Optical Remote Sensing Imagery

inferred← citeshttps://doi.org/10.1109/thms.2024.3472548openalex-snapshot

Predicting Human Postures for Manual Material Handling Tasks Using a Conditional Diffusion Model

inferred← citeshttps://doi.org/10.1109/tii.2024.3383534openalex-snapshot

Nonlinear Slow Feature Analysis for Oscillating Characteristics Under Deep Encoder-Decoder Framework

inferred← citeshttps://doi.org/10.1109/tii.2026.3657827openalex-snapshot

Remaining Useful Life Prediction Based on Interpretable Serialized Variational Autoencoder: A Drift-Diffusion Stochastic Equation Perspective

inferred← citeshttps://doi.org/10.1109/tim.2025.3565027openalex-snapshot

A Stacked Generalized Zero-Shot Learning Framework for Fault Diagnosis of High-Speed Train Bogies With Data Imbalance

inferred← citeshttps://doi.org/10.1109/tim.2025.3643072openalex-snapshot

Physics-Informed Evidential Network: A General Framework for Uncertainty Evaluation in Nonlinear Dynamic Measurement Systems

inferred← citeshttps://doi.org/10.1109/tip.2022.3229620openalex-snapshot

A Kalman Variational Autoencoder Model Assisted by Odometric Clustering for Video Frame Prediction and Anomaly Detection

inferred← citeshttps://doi.org/10.1109/tkde.2024.3465241openalex-snapshot

Information Cascade Popularity Prediction via Probabilistic Diffusion

inferred← citeshttps://doi.org/10.1109/tnnls.2023.3234130openalex-snapshot

A Stochastic Recurrent Encoder Decoder Network for Multistep Probabilistic Wind Power Predictions

inferred← citeshttps://doi.org/10.1109/tnnls.2024.3477968openalex-snapshot

M2D-VAE: Self-Supervised Probabilistic Temporal–Spatial Latent Representation Learning for Unsupervised Industrial Operational Applications Under Missing Value Interference

inferred← citeshttps://doi.org/10.1109/tnnls.2025.3598617openalex-snapshot

Advancing Generalization in PINNs Through Latent-Space Representations

inferred← citeshttps://doi.org/10.1109/tsmc.2024.3495020openalex-snapshot

Koopman-Constrained Hierarchical Deep State Space Model for Industrial Quality Prediction via Cloud-Edge Collaborative Framework

inferred← citeshttps://doi.org/10.1109/tsp.2024.3383277openalex-snapshot

DANSE: Data-Driven Non-Linear State Estimation of Model-Free Process in Unsupervised Learning Setup

inferred← citeshttps://doi.org/10.1109/tsp.2025.3643309openalex-snapshot

Efficient Transformed Gaussian Process State-Space Models for Non-Stationary High-Dimensional Dynamical Systems

inferred← citeshttps://doi.org/10.1109/tsp.2026.3670448openalex-snapshot

Label-Free Range-Based Indoor Tracking With Physics-Guided Deep State Space Model

inferred← citeshttps://doi.org/10.1109/tsp.2026.3691273openalex-snapshot

Semi-Supervised Model-Free Bayesian State Estimation from Compressed Measurements

inferred← citeshttps://doi.org/10.1109/twc.2026.3707464openalex-snapshot

Unlocking Realism and Interpretability in Wireless Channel Synthesis: A Physics-Guided Generative Approach

inferred← citeshttps://doi.org/10.1115/1.4066861openalex-snapshot

Deep Analogical Generative Design and Evaluation: Integration of Stable Diffusion and LoRA

inferred← citeshttps://doi.org/10.1121/10.0011809openalex-snapshot

A survey of sound source localization with deep learning methods

inferred← citeshttps://doi.org/10.1126/sciadv.adp7171openalex-snapshot

Artificial intelligence using a latent diffusion model enables the generation of diverse and potent antimicrobial peptides

inferred← citeshttps://doi.org/10.1137/23m1626232openalex-snapshot

Diffusion Models for Generative Artificial Intelligence: An Introduction for Applied Mathematicians

inferred← citeshttps://doi.org/10.1137/24m1711650openalex-snapshot

Time-Causal VAE: Robust Financial Time Series Generator

inferred← citeshttps://doi.org/10.1142/s0218348x2240254xopenalex-snapshot

DYNAMIC FACIAL ANALYSIS BY COMMON SPACE VARIATIONAL RECURRENT DEEP EMBEDDING

inferred← citeshttps://doi.org/10.1145/3503161.3548754openalex-snapshot

Unsupervised Multi-object Tracking via Dynamical VAE and Variational Inference

inferred← citeshttps://doi.org/10.1145/3552487.3556435openalex-snapshot

A Multimodal Dynamical Variational Autoencoder for Audiovisual Speech Representation Learning

inferred← citeshttps://doi.org/10.1145/3616855.3635831openalex-snapshot

Continuous-time Autoencoders for Regular and Irregular Time Series Imputation

inferred← citeshttps://doi.org/10.1145/3756884.3766039openalex-snapshot

ArithMotion: Peer-Relative Motion Generation for Social VR via Arithmetic Metaphor

inferred← citeshttps://doi.org/10.1162/imag.a.1220openalex-snapshot

Brain functional network connectivity interpolation characterizes the neuropsychiatric continuum and heterogeneity

inferred← citeshttps://doi.org/10.1371/journal.pone.0344571openalex-snapshot

Predicting oil contamination in water using machine learning on microbial compositions

inferred← citeshttps://doi.org/10.18267/j.aip.235openalex-snapshot

Generative Artificial Intelligence in Education: Advancing Adaptive and Personalized Learning

inferred← citeshttps://doi.org/10.2139/ssrn.5537462openalex-snapshot

Data-Driven Optimization of HVAF Spraying Parameters: Integrating Data Augmentation and Explainable Machine Learning

inferred← citeshttps://doi.org/10.21437/interspeech.2023-232openalex-snapshot

Unsupervised speech enhancement with deep dynamical generative speech and noise models

inferred← citeshttps://doi.org/10.23919/eusipco58844.2023.10289946openalex-snapshot

DANSE: Data-Driven Non-Linear State Estimation of Model-Free Process in Unsupervised Bayesian Setup

inferred← citeshttps://doi.org/10.32604/cmc.2025.063407openalex-snapshot

Generative Artificial Intelligence (GAI) in Breast Cancer Diagnosis and Treatment: A Systematic Review

inferred← citeshttps://doi.org/10.33022/ijcs.v13i1.3738openalex-snapshot

Predictions of Early Hospitalization of Diabetes Patients Based on Deep Learning: A Review

inferred← citeshttps://doi.org/10.3389/fnhum.2026.1802703openalex-snapshot

Foundations for pediatric vocal biomarkers: age-aware phoneme recognition and latent-space error analysis

inferred← citeshttps://doi.org/10.3390/ai7050179openalex-snapshot

Generative AI-Driven Intrusion Detection Systems for the Industrial Internet of Things: A Systematic Review

inferred← citeshttps://doi.org/10.3390/biomedinformatics4030111openalex-snapshot

Pulmonary Nodule Detection, Segmentation and Classification Using Deep Learning: A Comprehensive Literature Review

inferred← citeshttps://doi.org/10.3390/buildings16112106openalex-snapshot

The Role of Artificial Intelligence in Architecture and Interior Design

inferred← citeshttps://doi.org/10.3390/coatings16020199openalex-snapshot

Achieving High Hardness and Uniformity in Fe-Based Amorphous Coatings for Enhanced Wear Resistance via Explainable Machine Learning

inferred← citeshttps://doi.org/10.3390/diagnostics14141566openalex-snapshot

MV-MFF: Multi-View Multi-Feature Fusion Model for Pneumonia Classification

inferred← citeshttps://doi.org/10.3390/ijms24076573openalex-snapshot

A Systematic Review of Deep Learning Methodologies Used in the Drug Discovery Process with Emphasis on In Vivo Validation

inferred← citeshttps://doi.org/10.3390/info17070667openalex-snapshot

From Learning Loss to Digital Readiness: Evidence from PISA 2018–2022

inferred← citeshttps://doi.org/10.3390/ph16091259openalex-snapshot

Revolutionizing Medicinal Chemistry: The Application of Artificial Intelligence (AI) in Early Drug Discovery

inferred← citeshttps://doi.org/10.3390/risks11050079openalex-snapshot

Estimating the Value-at-Risk by Temporal VAE

inferred← citeshttps://doi.org/10.3390/rs16193585openalex-snapshot

Disentangled Representation Learning for Robust Radar Inter-Pulse Modulation Feature Extraction and Recognition

inferred← citeshttps://doi.org/10.3847/1538-4357/ac69d4openalex-snapshot

Searching for Anomalies in the ZTF Catalog of Periodic Variable Stars

inferred← citeshttps://doi.org/10.48550/arxiv.2305.03582openalex-snapshot

A multimodal dynamical variational autoencoder for audiovisual speech representation learning

inferred← citeshttps://doi.org/10.70675/0f15a36fzecf8z4cffz94e7z120e7d8fd39dopenalex-snapshot

Audiovisual speech representation learning applied to emotion recognition

inferred← citeshttps://doi.org/10.70675/7dd57e78zc2d5z412az9574zee90bd35ea4copenalex-snapshot

Federated learning of biomedical data in multicentric imaging studies

inferred← citeshttps://doi.org/10.70675/cb0cfa79z9e4cz439czb5a6zd1ac2747ba36openalex-snapshot

Détection d’anomalies dans les données mesurées dans les bâtiments par association de connaissances expertes et de techniques d’apprentissage automatique

inferred← citeshttps://doi.org/10.7358/ecps-2024-030-fortopenalex-snapshot

Intersezione tra intelligenza artificiale generativa e educazione: un’ipotesi

inferred← citeshttps://doi.org/10.7717/peerj-cs.3848openalex-snapshot

Comprehensive analysis of missing data imputation in clinical time-series: challenges, risks, and practical solutions

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