Multiscale Attention-Based Neural Network for Stock and Cryptocurrency Price Prediction: Bridging Microstructure and Macro Trends

Published: 21 Apr 2025, Last Modified: 21 Apr 2025AI4X 2025 PosterEveryoneRevisionsBibTeXCC BY 4.0
Keywords: Multiscale Modeling, Attention Mechanism, Financial Forecasting, Stock Market, Cryptocurrency, Algorithmic Trading, Risk Management
TL;DR: This paper introduces MANN, a Multiscale Attention-Based Neural Network, for accurate stock and cryptocurrency price prediction, outperforming traditional and deep learning models across diverse datasets and time horizons.
Confirmation Of Submission Requirements: I submit an abstract. It uses the template provided on the submission page and is no longer than 2 pages.
PDF: pdf
Submission Number: 287
Loading

OpenReview is a long-term project to advance science through improved peer review with legal nonprofit status. We gratefully acknowledge the support of the OpenReview Sponsors. © 2025 OpenReview