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Zhan Si

2 accepted papers

2026

See the Emotion: A Facial Emoji Proxy Modeling for EEG Emotion Recognition

ICML 2026poster

Despite the high accuracy of EEG-based emotion recognition, existing models remain opaque "black boxes", lacking semantic grounding between abstract neural features and human-interpretable states. In this paper, we reframe EEG explainability as a cross-modal generation task, shifting the paradigm fr…

Cited by 0SourceScholar
2025

MOL-Mamba: Enhancing Molecular Representation with Structural & Electronic Insights

AAAI 2025technical

Molecular representation learning plays a crucial role in various downstream tasks, such as molecular property prediction and drug design. To accurately represent molecules, Graph Neural Networks (GNNs) and Graph Transformers (GTs) have shown potential in the realm of self-supervised pretraining. Ho…