UniCL: A Universal Contrastive Learning Framework for Large Time Series Models.
Jiawei LiJingshu PengHaoyang LiLei ChenPublished 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