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Publications & manuscripts

Journal articles (6)

2026

Adaptive Semi-Supervised Graph Contrastive Representation Learning for Robust Emotion Recognition Using Electroencephalogram

Knowledge-Based Systems First author Published

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2026

Adversarial Graph Contrastive Learning with Topology-Aware Multimodal Fusion for Cross-Domain Emotion Recognition

Knowledge-Based Systems Co-first author Accepted

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2026

SimNeXt-EEG: Compact Motor Imagery EEG Decoding via Parameter-Free Temporal Attention and Separable Refinement

IEEE Signal Processing Letters First author Published, Early Access

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2025

Semi-Supervised Graph Contrastive Learning for Emotion Recognition Based on Electroencephalogram Signals

Engineering Applications of Artificial Intelligence First author Published

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2025

Enhancing EEG-Based Emotion Recognition Using Sparse Dynamic Graph CNN with ℓ2,1-Norm

IEEE Sensors Journal Second author Published

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2024

Multiscale Distribution Entropy Analysis of Short Epileptic EEG Signals

Mathematical Biosciences and Engineering Co-first author Published

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International conferences (7)

2026

Physiology-Aware Multi-Branch Network for Fully Contactless Blood Pressure Estimation via Facial Remote Pulse Transit Time

IEEE WCCI/IJCNN 2026 Second author Oral presentation

Details GitHub
2026

Graph-based Modality Alignment for Robustness in Conversational Emotion Recognition

IEEE ICASSP 2026 First author Poster presentation

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2026

Inter-Dialog Contrastive Learning for Multimodal Emotion Recognition in Conversations

IEEE ICASSP 2026 Second author, presenter Oral presentation

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2025

Remote Heart Rate Estimation from Facial Videos with Balanced Contrastive Learning

ICEIC 2025 Second author Oral presentation

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2024

Multimodal Emotion Recognition Based on Global Information Fusion in Conversations

ITC-CSCC 2024 First author Oral presentation

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2023

Semi-supervised EEG emotion recognition with Discriminative Graph Transformer Model

IEEE ICCE-Asia 2023 First author Oral presentation

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2022

EEG-based Emotion Recognition Using Spectral Graph Convolutional Neural Network based on Partial Directed Coherence

IEEE ICCE-Asia 2022 First author Oral presentation

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Domestic conferences (13)

2025

Correlation Analysis of Biomarkers using Multimodal Biosignals for Detecting Craving States in Patients with Substance Use Disorder

IEIE Autumn Annual Conference Second author Poster presentation

Details DBpia
2025

Semi-supervised Graph Convolutional Network for Emotion Recognition using Multimodal Biosignals Fusion

IEIE Autumn Annual Conference Second author Oral presentation

Details Lab publication record
2025

Contactless Blood Pressure Estimation based on Graph Convolution Network with Semi-supervised Learning

IEIE Autumn Annual Conference Second author Oral presentation

Details Lab publication record
2025

Robust Deepfake Detection using a 1D Convolution-Transformer Hybrid Model based on Remote Photoplethysmography Signals

IEIE Autumn Annual Conference Fourth author Oral presentation

Details DBpia
2025

Multiscale 1D Convolution-Transformer Model for Imagined Speech Decoding

IEIE Autumn Annual Conference Third author Oral presentation

Details DBpia
2025

A Study on the Exploration of Physiological Biomarkers for Classifying Alcohol Craving Levels Based on Heart Rate Responses

IEIE Summer Annual Conference Fourth author Poster presentation

Details DBpia
2024

L2,1-norm-based Sparse Dynamic Graph Convolution Neural Network

IEIE Summer Annual Conference Second author Poster presentation

Details DBpia
2024

Facial Video-based Contactless Blood Pressure Estimation Using End-to-End Graph Convolutional Network

IEIE Summer Annual Conference First author Poster presentation

Details Lab publication record
2024

Emotion Recognition based on Multimodal Graph Representation Learning of Senior Utterance

KOSOMBE Spring Conference First author Poster presentation

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2023

Semi-supervised Graph Convolution Neural Network based Emotion Recognition using Multimodal Biosignals

KIBME Summer Conference First author Oral presentation

Details DBpia
2022

Quantitative EEG based Emotion Recognition Using Graph Convolutional Neural Network

IEIE Summer Annual Conference First author Oral presentation

Details DBpia
2021

Blood Pressure Estimation based on Real-Time Deep Learning Analysis on BCG

KOSOMBE Spring Conference First author Oral presentation

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2020

Deep learning based blood pressure estimation using ballistocardiogram

30th Joint Conference on Signal Processing Fourth author Oral presentation

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Under review (4)

2027

DAMC-Net: Dual-Branch Attention-Guided Multi-Scale Convolutional Network for EEG-Based Imagined Speech Decoding

AAAI 2027 Second author Under review

Details GitHub
2026

Cross-Modal Alignment for Robust Multimodal Fusion in Conversational Emotion Recognition

Expert Systems with Applications First author Under review

Details GitHub
2026

Multimodal Candidate Physiomarkers of VR-Elicited Graded Alcohol Craving

IEEE J. Biomedical and Health Informatics Co-first author Under review

Details GitHub
2026

Distance-Structured Lag-Sparse Graph Convolution with a Lag-Shared Adjacency Residual for Imagined Speech EEG Decoding

IEEE Trans. Cognitive and Developmental Systems Second author Under review

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In preparation (3)

2027

Graph Mamba: State Space Model for Automated Selection of Time-Dependent Spatial Relations

ICLR 2027 First author In preparation

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2026

Robust Zero-Shot Remote Heart Rate Estimation via Global–Local Contrastive Learning

IEEE Trans. Consumer Electronics Co-first author In preparation

Details GitHub
2026

AXIS: A Compact Local-Then-Global One-Dimensional Swin Transformer with a Two-Way Multi-Label Loss for Long-Tailed 12-Lead ECG Diagnosis

Biomedical Signal Processing and Control Co-first author In preparation

Details GitHub