Siyang Li

According to our database, Siyang Li authored at least 29 papers between 2021 and 2026.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2026

DBConformer: Dual-Branch Convolutional Transformer for EEG Decoding.

Ziwei Wang, Hongbin Wang, Tianwang Jia, Xingyi He, Siyang Li, Dongrui Wu

IEEE J. Biomed. Health Informatics, May, 2026

Temporal Out-of-Distribution Detection for Asynchronous Motor Imagery Brain-Computer Interfaces.

Chenhao Liu, Siyang Li, Luofei Tan, Dongrui Wu

CoRR, May, 2026

Synthetic Data Generation for Brain-Computer Interfaces: Overview, Benchmarking, and Future Directions.

Ziwei Wang, Zhentao He, Xingyi He, Hongbin Wang, Tianwang Jia, Jingwei Luo, Siyang Li, Xiaoqing Chen, Dongrui Wu

CoRR, March, 2026

StackingNet: Collective Inference Across Independent AI Foundation Models.

Siyang Li, Chenhao Liu, Dongrui Wu, Zhigang Zeng, Lieyun Ding

CoRR, February, 2026

Black-Box Test-Time Ensemble.

Siyang Li, Ziwei Wang, Chenhao Liu, Dongrui Wu

IEEE Comput. Intell. Mag., February, 2026

RAICL: Retrieval-Augmented In-Context Learning for Vision-Language-Model Based EEG Seizure Detection.

Siyang Li, Zhuoya Wang, Xiyan Gui, Xiaoqing Chen, Ziwei Wang, Yaozhi Wen, Dongrui Wu

CoRR, January, 2026

Backpropagation-Free Test-Time Adaptation for Lightweight EEG-Based Brain-Computer Interfaces.

Siyang Li, Jiayi Ouyang, Zhenyao Cui, Ziwei Wang, Tianwang Jia, Feng Wan, Dongrui Wu

CoRR, January, 2026

BrainprintNet: A Multiscale Cross-Band Fusion Network for EEG-Based Brainprint Recognition.

Yunlu Tu, Siyang Li, Xiaoqing Chen, Dongrui Wu

IEEE Trans. Inf. Forensics Secur., 2026

2025

AFPM: Alignment-based Frame Patch Modeling for Cross-Dataset EEG Decoding.

Xiaoqing Chen, Siyang Li, Dongrui Wu

CoRR, July, 2025

SACM: SEEG-Audio Contrastive Matching for Chinese Speech Decoding.

Hongbin Wang, Zhihong Jia, Yuanzhong Shen, Ziwei Wang, Siyang Li, Kai Shu, Feng Hu, Dongrui Wu

CoRR, May, 2025

Spatial Distillation based Distribution Alignment (SDDA) for Cross-Headset EEG Classification.

Dingkun Liu, Siyang Li, Ziwei Wang, Wei Li, Dongrui Wu

CoRR, March, 2025

Multi-View Contrastive Network (MVCNet) for Motor Imagery Classification.

Ziwei Wang, Siyang Li, Xiaoqing Chen, Wei Li, Dongrui Wu

CoRR, February, 2025

Multimodal Brain-Computer Interfaces: AI-powered Decoding Methodologies.

Siyang Li, Hongbin Wang, Xiaoqing Chen, Dongrui Wu

CoRR, February, 2025

MVCNet: Multi-view contrastive network for motor imagery classification.

Ziwei Wang, Siyang Li, Xiaoqing Chen, Dongrui Wu

Knowl. Based Syst., 2025

Time-frequency transform based EEG data augmentation for brain-computer interfaces.

Ziwei Wang, Siyang Li, Xiaoqing Chen, Dongrui Wu

Knowl. Based Syst., 2025

2024

T-TIME: Test-Time Information Maximization Ensemble for Plug-and-Play BCIs.

Siyang Li, Ziwei Wang, Hanbin Luo, Lieyun Ding, Dongrui Wu

IEEE Trans. Biomed. Eng., February, 2024

Channel reflection: Knowledge-driven data augmentation for EEG-based brain-computer interfaces.

Ziwei Wang, Siyang Li, Jingwei Luo, Jiajing Liu, Dongrui Wu

Neural Networks, 2024

Gated parametric neuron for spike-based audio recognition.

Haoran Wang, Herui Zhang, Siyang Li, Dongrui Wu

Neurocomputing, 2024

Front-end Replication Dynamic Window (FRDW) for Online Motor Imagery Classification.

Xinru Chen, Jiayu An, Huanyu Wu, Siyang Li, Bin Liu, Dongrui Wu

CoRR, 2024

Motor Imagery Classification for Asynchronous EEG-Based Brain-Computer Interfaces.

Huanyu Wu, Siyang Li, Dongrui Wu

CoRR, 2024

Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces.

Tianwang Jia, Lubin Meng, Siyang Li, Jiajing Liu, Dongrui Wu

CoRR, 2024

User-wise Perturbations for User Identity Protection in EEG-Based BCIs.

Xiaoqing Chen, Siyang Li, Yunlu Tu, Ziwei Wang, Dongrui Wu

CoRR, 2024

TMMM: Transformer in Multimodal Sentiment Analysis under Missing Modalities.

Huanyu Wu, Siyang Li, Dongrui Wu

Proceedings of the International Joint Conference on Neural Networks, 2024

2023

Active poisoning: efficient backdoor attacks on transfer learning-based brain-computer interfaces.

Xue Jiang, Lubin Meng, Siyang Li, Dongrui Wu

Sci. China Inf. Sci., August, 2023

Low-Resource Machine Translation Training Curriculum Fit for Low-Resource Languages.

Garry Kuwanto, Afra Feyza Akyürek, Isidora Chara Tourni, Siyang Li, Alex Jones, Derry Wijaya

Proceedings of the PRICAI 2023: Trends in Artificial Intelligence, 2023

2022

Facial Affect Analysis: Learning from Synthetic Data & Multi-Task Learning Challenges.

Siyang Li, Yifan Xu, Huanyu Wu, Dongrui Wu, Yingjie Yin, Jiajiong Cao, Jingting Ding

CoRR, 2022

Meta-Learning for Fast and Privacy-Preserving Source Knowledge Transfer of EEG-Based BCIs.

Siyang Li, Huanyu Wu, Lieyun Ding, Dongrui Wu

IEEE Comput. Intell. Mag., 2022

Facial Expression Recognition In-the-Wild with Deep Pre-trained Models.

Siyang Li, Yifan Xu, Huanyu Wu, Dongrui Wu, Yingjie Yin, Jiajiong Cao, Jingting Ding

Proceedings of the Computer Vision - ECCV 2022 Workshops, 2022

2021

Low-Resource Machine Translation for Low-Resource Languages: Leveraging Comparable Data, Code-Switching and Compute Resources.

Garry Kuwanto, Afra Feyza Akyürek, Isidora Chara Tourni, Siyang Li, Derry Wijaya

CoRR, 2021