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cs.CL2025
EMTSF:Extraordinary Mixture of SOTA Models for Time Series Forecasting
Musleh Alharthi, Kaleel Mahmood, Sarosh Patel +1
The immense success of the Transformer architecture in Natural Language Processing has led to its adoption in Time Se ries Forecasting (TSF), where superior performance has been sh…
cs.CL2024
Efficient Context Propagating Perceiver Architectures for Auto-Regressive Language Modeling
Kaleel Mahmood, Shaoyi Huang
One of the key challenges in Transformer architectures is the quadratic complexity of the attention mechanism, which limits the efficient processing of long sequences. Many recent…