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Haoran Shen

2 accepted papers

2025

Reduced Effectiveness of Kolmogorov-Arnold Networks on Functions with Noise

ICASSP 2025accepted

It has been observed that even a small amount of noise introduced into the dataset can significantly degrade the performance of KAN. In this brief note, we aim to quantitatively evaluate the performance when noise is added to the dataset. We propose an oversampling technique combined with denoising…

Cited by 0SourceScholar
2024

Adaptive FSS: A Novel Few-Shot Segmentation Framework via Prototype Enhancement

AAAI 2024technical

The Few-Shot Segmentation (FSS) aims to accomplish the novel class segmentation task with a few annotated images. Current FSS research based on meta-learning focuses on designing a complex interaction mechanism between the query and support feature. However, unlike humans who can rapidly learn new t…