TIME SERIES REPRESENTATION LEARNING WITH DIFFUSION MODELS

Summary from the TLDR AI newsletter

Time Series Diffusion Embedding (TSDE) is the first diffusion-based approach for time series representation learning. TSDE segments time series data and uses dual-orthogonal Transformer encoders with a crossover mechanism to generate informative embeddings.