latent dynamics

Improving Generalization in Meta-RL with Imaginary Tasks from Latent Dynamics Mixture NeurIPS 2021 Inferring Latent Dynamics Underlying Neural Population Activity via Neural Differential Equations ICML 2021 NewtonianVAE: Proportional Control and Goal Identification From Pixels via Physical Latent Spaces CVPR 2021 PerSim: Data-Efficient Offline Reinforcement Learning with Heterogeneous Agents via Personalized Simulators NeurIPS 2021 Probabilistic Transformer For Time Series Analysis NeurIPS 2021 SyMetric: Measuring the Quality of Learnt Hamiltonian Dynamics Inferred from Vision NeurIPS 2021 Targeted Neural Dynamical Modeling NeurIPS 2021 Deep reconstruction of strange attractors from time series NeurIPS 2020 EXI-Net: EXplicitly/Implicitly Conditioned Network for Multiple Environment Sim-to-Real Transfer CoRL 2020 Learning Continuous System Dynamics from Irregularly-Sampled Partial Observations NeurIPS 2020 Non-reversible Gaussian processes for identifying latent dynamical structure in neural data NeurIPS 2020 Prediction, Consistency, Curvature: Representation Learning for Locally-Linear Control ICLR 2020 Predictive Coding for Locally-Linear Control ICML 2020 Stochastic Curiosity Exploration for Dialogue Systems Interspeech 2020 VideoFlow: A Conditional Flow-Based Model for Stochastic Video Generation ICLR 2020 Enabling hyperparameter optimization in sequential autoencoders for spiking neural data NeurIPS 2019 GRU-ODE-Bayes: Continuous Modeling of Sporadically-Observed Time Series NeurIPS 2019 Latent Ordinary Differential Equations for Irregularly-Sampled Time Series NeurIPS 2019 Learning Latent Dynamics for Planning from Pixels ICML 2019 Learning Latent Process from High-Dimensional Event Sequences via Efficient Sampling NeurIPS 2019 Neural Dynamics Discovery via Gaussian Process Recurrent Neural Networks UAI 2019 ODE2VAE: Deep generative second order ODEs with Bayesian neural networks NeurIPS 2019 Deconvolutional Time Series Regression: A Technique for Modeling Temporally Diffuse Effects EMNLP 2018 Disentangled Sequential Autoencoder ICML 2018 Embed to Control: A Locally Linear Latent Dynamics Model for Control from Raw Images NeurIPS 2015