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TSDE is a novel SSL framework for TSRL, the first of its kind, effectively harnessing a diffusion process, conditioned on an innovative dual-orthogonal Transformer encoder architecture with a crossover mechanism, and employing a unique IIF mask strategy (KDD 2024, main research track).

Home Page: https://arxiv.org/abs/2405.05959

License: MIT License

Jupyter Notebook 90.36% Python 9.64%
diffusion-models embeddings representation-learning time-series transformer-encoders

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