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TempoGPT: Enhancing Time Series Reasoning via Quantizing Embedding

cs.LG · 2025-01-13 · conditional · novelty 5.0

Converting time series into discrete tokens via a VQ-VAE codebook and feeding them through a shared embedding layer with text improves a language model's accuracy on a synthetic circuit-based time series reasoning benchmark.

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  • TempoGPT: Enhancing Time Series Reasoning via Quantizing Embedding cs.LG · 2025-01-13 · conditional · none · ref 4

    Converting time series into discrete tokens via a VQ-VAE codebook and feeding them through a shared embedding layer with text improves a language model's accuracy on a synthetic circuit-based time series reasoning benchmark.