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20232026
most citedInterpretable and Robust AI in EEG Systems: A Survey

16 citations · 22 across the 27 of their papers we have counts for

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Showing 2024Show all

5 papers · 1 filter

eess.SP2024

Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model

Zirui Chen, Zhaoyang Zhang, Chenyu Liu +1

Research on leveraging big artificial intelligence model (BAIM) technology to drive the intelligent evolution of wireless networks is emerging. However, breakthroughs in generaliza…

eess.SP2024★ 2 cited

BiT-MamSleep: Bidirectional Temporal Mamba for EEG Sleep Staging

Xinliang Zhou, Yuzhe Han, Zhisheng Chen +4

In this paper, we address the challenges in automatic sleep stage classification, particularly the high computational cost, inadequate modeling of bidirectional temporal dependenci…

eess.SP2024

A Comprehensive Survey on EEG-Based Emotion Recognition: A Graph-Based Perspective

Chenyu Liu, Xinliang Zhou, Yihao Wu +5

Compared to other modalities, electroencephalogram (EEG) based emotion recognition can intuitively respond to emotional patterns in the human brain and, therefore, has become one o…

eess.SP2024★ 1 cited

EEG-Deformer: A Dense Convolutional Transformer for Brain-computer Interfaces

Yi Ding, Yong Li, Hao Sun +5

Effectively learning the temporal dynamics in electroencephalogram (EEG) signals is challenging yet essential for decoding brain activities using brain-computer interfaces (BCIs).…

eess.SP2024

Graph Neural Networks in EEG-based Emotion Recognition: A Survey

Chenyu Liu, Yuqiu Deng, Yihao Wu +10

Compared to other modalities, EEG-based emotion recognition can intuitively respond to the emotional patterns in the human brain and, therefore, has become one of the most concerni…