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Chunyi Hou

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HALO: Enhancing Time Series Generation via Hyperspherical Latents and Masked AutoregRessive Modeling

Chunyi Hou, Xiangfei Qiu, Hanyin Cheng وآخرون · 2026

Most existing time series generators rely on a two-stage modeling paradigm: the first stage learns discrete latent representations of time series; the second stage performs autoregressive modeling on these discrete latents through next token prediction. However, this paradigm suffers from two stage-specific limitations …

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