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dengue forecasting 1echo state networks 1long memory 1reservoir computing 1time series prediction 1

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cs.LG2026

Deep Generative Transformers for Probabilistic Time Series and Spatiotemporal Forecasting

Rajdeep Pathak, Rahul Goswami, Madhurima Panja +2

Reliable uncertainty quantification is paramount for forecasting multivariate time series and spatiotemporal data. While Transformer architectures excel at sequence modeling, curre…