conftrace_

state-space model

153 papers

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Also known as

SSM

Co-occurring keywords

variational inference (2069) state space model (390) gaussian process (1200) bayesian inference (1907) attention mechanism (4001) time series (435) sequential monte carlo (90) sequence modeling (288) particle filter (86) dynamical system (398)

Papers

Structured variational inference in Bayesian state-space models AISTATS 2022
Laplace approximated Gaussian process state-space models UAI 2022
Traversing Time with Multi-Resolution Gaussian Process State-Space Models L4DC 2022
Targeted Neural Dynamical Modeling NIPS 2021
Spatio-Temporal Variational Gaussian Processes NIPS 2021
Probabilistic Transformer For Time Series Analysis NIPS 2021
Online Variational Filtering and Parameter Learning NIPS 2021
Latent Matters: Learning Deep State-Space Models NIPS 2021
Deep Explicit Duration Switching Models for Time Series NIPS 2021
Information is Power: Intrinsic Control via Information Capture NIPS 2021
A New Objective for Identification of Partially Observed Linear Time-Invariant Dynamical Systems from Input-Output Data L4DC 2021
A general linear-time inference method for Gaussian Processes on one dimension JMLR 2021
Differentiable Particle Filtering via Entropy-Regularized Optimal Transport ICML 2021
VDSM: Unsupervised Video Disentanglement With State-Space Modeling and Deep Mixtures of Experts CVPR 2021
Optimized auxiliary particle filters: adapting mixture proposals via convex optimization UAI 2021
A Convolutional Deep Markov Model for Unsupervised Speech Representation Learning INTERSPEECH 2020
Doubly Sparse Variational Gaussian Processes AISTATS 2020
Estimating Fluctuations in Neural Representations of Uncertain Environments NIPS 2020
Generalised Bayesian Filtering via Sequential Monte Carlo NIPS 2020
Deep Rao-Blackwellised Particle Filters for Time Series Forecasting NIPS 2020
MFBO-SSM: Multi-Fidelity Bayesian Optimization for Fast Inference in State-Space Models AAAI 2019
Attentive State-Space Modeling of Disease Progression NIPS 2019
A recurrent Markov state-space generative model for sequences AISTATS 2019
Robust Singular Smoothers for Tracking Using Low-Fidelity Data RSS 2019
A state-space model for inferring effective connectivity of latent neural dynamics from simultaneous EEG/fMRI NIPS 2019