Rough Transformers: Lightweight and Continuous Time Series Modelling through Signature Patching

Rough Transformers: Lightweight and Continuous Time Series Modelling through Signature Patching

31 May 2024

Fernando Moreno-Pino

Papers citing "Rough Transformers: Lightweight and Continuous Time Series Modelling through Signature Patching"

9 / 9 papers shown

Title
Uncertainty Modeling in Graph Neural Networks via Stochastic Differential Equations Richard Bergna Sergio Calvo-Ordoñez Felix L. Opolka Pietro Liò Jose Miguel Hernandez-Lobato BDL 24 2 0 28 Aug 2024
Rough Transformers for Continuous and Efficient Time-Series Modelling Fernando Moreno-Pino Alvaro Arroyo H. Waldon Xiaowen Dong Álvaro Cartea AI4TS MedIm 21 5 0 15 Mar 2024
ContiFormer: Continuous-Time Transformer for Irregular Time Series Modeling Yuqi Chen Kan Ren Yansen Wang Yuchen Fang Weiwei Sun Dongsheng Li AI4TS 63 26 0 16 Feb 2024
Graph-based Forecasting with Missing Data through Spatiotemporal Downsampling Ivan Marisca C. Alippi F. Bianchi AI4TS 21 8 0 16 Feb 2024
Detecting Toxic Flow Álvaro Cartea Gerardo Duran-Martin Leandro Sánchez-Betancourt 17 7 0 10 Dec 2023
Resurrecting Recurrent Neural Networks for Long Sequences Antonio Orvieto Samuel L. Smith Albert Gu Anushan Fernando Çağlar Gülçehre Razvan Pascanu Soham De 88 258 0 11 Mar 2023
Deep Autoregressive Models with Spectral Attention Fernando Moreno-Pino Pablo Martínez Olmos Antonio Artés-Rodríguez AI4TS 19 17 0 13 Jul 2021
Fourier Neural Operator for Parametric Partial Differential Equations Zong-Yi Li Nikola B. Kovachki Kamyar Azizzadenesheli Burigede Liu K. Bhattacharya Andrew M. Stuart Anima Anandkumar AI4CE 197 2,254 0 18 Oct 2020
Big Bird: Transformers for Longer Sequences Manzil Zaheer Guru Guruganesh Kumar Avinava Dubey Joshua Ainslie Chris Alberti ... Philip Pham Anirudh Ravula Qifan Wang Li Yang Amr Ahmed VLM 249 1,982 0 28 Jul 2020