Results for "latent dynamics"

16 results

Latent Dynamics Frontier

Modeling environment evolution in latent space.

World Models & Cognition
Latent Diffusion Advanced

Diffusion performed in latent space for efficiency.

Diffusion & Generative Models
Representation Learning Intermediate

Automatically learning useful internal features (latent variables) that capture salient structure for downstream tasks.

Machine Learning
Hidden Markov Model Intermediate

Probabilistic model for sequential data with latent states.

Model Architectures
Autoencoder Advanced

Model that compresses input into latent space and reconstructs it.

Diffusion & Generative Models
Variational Autoencoder Advanced

Autoencoder using probabilistic latent variables and KL regularization.

Diffusion & Generative Models
Model Predictive Control Intermediate

Optimizes future actions using a model of dynamics.

Foundations & Theory
Model-Free RL Advanced

RL without explicit dynamics model.

Reinforcement Learning
World Model Frontier

Learned model of environment dynamics.

World Models & Cognition
Latent Space Intermediate

The internal space where learned representations live; operations here often correlate with semantics or generative factors.

Foundations & Theory
System Dynamics Advanced

Equations governing how system states change over time.

Dynamics & Physics
Dynamics Advanced

Motion considering forces and mass.

Dynamics & Physics
Contact Dynamics Advanced

Modeling interactions with environment.

Dynamics & Physics
Rigid Body Dynamics Advanced

Motion of solid objects under forces.

Dynamics & Physics
Dynamics Model Advanced

Predicts next state given current state and action.

Reinforcement Learning
Swarm Dynamics Advanced

Collective behavior without central control.

Dynamics & Physics