Search Results for author: Ryszard Kowalczyk

Found 2 papers, 2 papers with code

Dynamic Long-Term Time-Series Forecasting via Meta Transformer Networks

1 code implementation • 25 Jan 2024 • Muhammad Anwar Ma'sum, Md Rasel Sarkar, Mahardhika Pratama, Savitha Ramasamy, Sreenatha Anavatti, Lin Liu, Habibullah, Ryszard Kowalczyk

A slow learner tailors suitable representations to fast learners.

Time Series Time Series Forecasting

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Code

Few-Shot Continual Learning via Flat-to-Wide Approaches

1 code implementation • 26 Jun 2023 • Muhammad Anwar Ma'sum, Mahardhika Pratama, Edwin Lughofer, Lin Liu, Habibullah, Ryszard Kowalczyk

This paper proposes a few-shot continual learning approach, termed FLat-tO-WidE AppRoach (FLOWER), where a flat-to-wide learning process finding the flat-wide minima is proposed to address the catastrophic forgetting problem.

Continual Learning Data Augmentation

Paper
Code

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