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Jeonglyul Oh

2 accepted papers

2024

Dictionary Contrastive Learning for Efficient Local Supervision without Auxiliary Networks

ICLR 2024spotlight

While backpropagation (BP) has achieved widespread success in deep learning, it faces two prominent challenges: computational inefficiency and biological implausibility. In response to these challenges, local supervision, encompassing Local Learning (LL) and Forward Learning (FL), has emerged as a p…

Cited by 0SourcePDFScholar
2023

MEMTO: Memory-guided Transformer for Multivariate Time Series Anomaly Detection

NeurIPS 2023poster

Detecting anomalies in real-world multivariate time series data is challenging due to complex temporal dependencies and inter-variable correlations. Recently, reconstruction-based deep models have been widely used to solve the problem. However, these methods still suffer from an over-generalization…