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Jiachen Luo

3 accepted papers

2024

Cross-Domain Contrastive Learning for Time Series Clustering

AAAI 2024technical

Most deep learning-based time series clustering models concentrate on data representation in a separate process from clustering. This leads to that clustering loss cannot guide feature extraction. Moreover, most methods solely analyze data from the temporal domain, disregarding the potential within…

2024

Neural Collapse To Multiple Centers For Imbalanced Data

NeurIPS 2024poster

Neural Collapse (NC) was a recently discovered phenomenon that the output features and the classifier weights of the neural network converge to optimal geometric structures at the Terminal Phase of Training (TPT) under various losses. However, the relationship between these optimal structures at TPT…

Cited by 1SourcePDFScholar
2023

Cross-Modal Fusion Techniques for Utterance-Level Emotion Recognition from Text and Speech

ICASSP 2023accepted

Multimodal emotion recognition (MER) is a fundamental complex research problem due to the uncertainty of human emotional expression and the heterogeneity gap between different modalities. Audio and text modalities are particularly important for a human participant in understanding emotions. Although…

Cited by 0SourceScholar