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latent dynamics

50 papers

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Co-occurring keywords

variational autoencoder (1288) model-based reinforcement learning (415) dynamical system (398) variational inference (2069) recurrent neural network (1790) gaussian process (1200) dimensionality reduction (720) neural datum (15) world model (189) time series (435)

Papers

PIMRL: Physics-Informed Multi-Scale Recurrent Learning for Burst-Sampled Spatiotemporal Dynamics AAAI 2026
Learning Shortcut Models for Efficient Recursive Reasoning ACL 2026
Reinforcement Learning Under Latent Dynamics: Toward Statistical and Algorithmic Modularity NIPS 2024
Neural Embeddings Rank: Aligning 3D latent dynamics with movements NIPS 2024
Inferring stochastic low-rank recurrent neural networks from neural data NIPS 2024
Modeling Latent Neural Dynamics with Gaussian Process Switching Linear Dynamical Systems NIPS 2024
Simplifying Latent Dynamics with Softly State-Invariant World Models NIPS 2024
Human Motion Prediction Under Unexpected Perturbation CVPR 2024
Physics-enhanced Gaussian Process Variational Autoencoder L4DC 2023
Extraction and Recovery of Spatio-Temporal Structure in Latent Dynamics Alignment with Diffusion Models NIPS 2023
TactileVAD: Geometric Aliasing-Aware Dynamics for High-Resolution Tactile Control CORL 2023
Learning Sequential Acquisition Policies for Robot-Assisted Feeding CORL 2023
Imagine the Unseen World: A Benchmark for Systematic Generalization in Visual World Models NIPS 2023
Neural Continuous-Discrete State Space Models for Irregularly-Sampled Time Series ICML 2023
Neural Lad: A Neural Latent Dynamics Framework for Times Series Modeling NIPS 2023
Extracting computational mechanisms from neural data using low-rank RNNs NIPS 2022
Constrained Contrastive Reinforcement Learning ACML 2022
Neural Marionette: Unsupervised Learning of Motion Skeleton and Latent Dynamics from Volumetric Video AAAI 2022
Provably sample-efficient RL with side information about latent dynamics NIPS 2022
Learning Robust Dynamics through Variational Sparse Gating NIPS 2022
Masked World Models for Visual Control CORL 2022
Improving Generalization in Meta-RL with Imaginary Tasks from Latent Dynamics Mixture NIPS 2021
Deep inference of latent dynamics with spatio-temporal super-resolution using selective backpropagation through time NIPS 2021
SyMetric: Measuring the Quality of Learnt Hamiltonian Dynamics Inferred from Vision NIPS 2021
Deep Conservation: A Latent-Dynamics Model for Exact Satisfaction of Physical Conservation Laws AAAI 2021