Introduces recency-biased causal attention via heavy-tailed decay reweighting to improve Transformer performance on time-series forecasting benchmarks.
Are transformers effective for time series forecasting? Proceedings of the AAAI Conference on Artificial Intelligence , 37(9):11121–11128, Jun
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Recency Biased Causal Attention for Time-series Forecasting
Introduces recency-biased causal attention via heavy-tailed decay reweighting to improve Transformer performance on time-series forecasting benchmarks.