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Yan-Kai Liu

3 accepted papers

2026

MindCross: Fast New Subject Adaptation with Limited Data for Cross-subject Video Reconstruction from Brain Signals

AAAI 2026technical

Brain decoding aims to reconstruct video from brain signals. Existing brain decoding frameworks are primarily built on a subject-dependent paradigm, which requires large amounts of brain data for each subject. However, the expensive cost of collecting brain-video data causes severe data scarcity for

Cited by 0SourcePDFScholar
2025

Multi-to-Single: Reducing Multimodal Dependency in Emotion Recognition Through Contrastive Learning

AAAI 2025technical

Multimodal emotion recognition is a crucial research area in the field of affective brain-computer interfaces. However, in practical applications, it is often challenging to obtain all modalities simultaneously. To deal with this problem, researchers focus on using cross-modal methods to learn multi…

2024

EEG2Video: Towards Decoding Dynamic Visual Perception from EEG Signals

NeurIPS 2024poster

Our visual experience in daily life are dominated by dynamic change. Decoding such dynamic information from brain activity can enhance the understanding of the brain’s visual processing system. However, previous studies predominately focus on reconstructing static visual stimuli. In this paper, we e…

Cited by 52SourcePDFScholar