Author name: Habib Irani, Vangelis Metsis

arXiv:2509.14640v2 Announce Type: replace
Abstract: Existing positional encoding methods in transformers are fundamentally signal-agnostic, deriving positional information solely from sequence indices while ignoring the underlying signal characteristi…

arXiv:2502.12370v3 Announce Type: replace
Abstract: Recent advancements in transformer-based models have greatly improved time series analysis, providing robust solutions for tasks such as forecasting, anomaly detection, and classification. A crucial …