UniCL: A Universal Contrastive Learning Framework for Large Time Series Models.

Jiawei Li Jingshu Peng Haoyang Li Lei Chen

Published in: CoRR (2024)

Keyphrases

probabilistic model
prior knowledge
learning scheme
high dimensional time series
reinforcement learning
distributed learning
modeling framework
bayesian framework

learning systems
active learning
learning algorithm
accurate models
latent variable models
learning process
learning mechanism

autoregressive
learning models
computational models
main contribution
statistical models
hidden variables
neural nets

non stationary
learning rules
learning scenarios
learned models
artificial neural networks
learning frameworks
process model