Blending Low and High-Level Semantics of Time Series for Better Masked Time Series Generation

Johan Vik Mathisen, Erlend Lokna, Daesoo Lee +1

State-of-the-art approaches in time series generation (TSG), such as TimeVQVAE, utilize vector quantization-based tokenization to effectively model complex distributions of time se…