6 papers
DUAL: Dynamic Uncertainty-Aware Learning
Jiahao Qin, Bei Peng, Feng Liu +2
Deep learning models frequently encounter feature uncertainty in diverse learning scenarios, significantly impacting their performance and reliability. This challenge is particular…
Ancestral Mamba: Enhancing Selective Discriminant Space Model with Online Visual Prototype Learning for Efficient and Robust Discriminant Approach
Jiahao Qin, Feng Liu, Lu Zong
In the realm of computer graphics, the ability to learn continuously from non-stationary data streams while adapting to new visual patterns and mitigating catastrophic forgetting i…
Hierarchical Adaptive Expert for Multimodal Sentiment Analysis
Jiahao Qin, Feng Liu, Lu Zong
Multimodal sentiment analysis has emerged as a critical tool for understanding human emotions across diverse communication channels. While existing methods have made significant st…
GAF-FusionNet: Multimodal ECG Analysis via Gramian Angular Fields and Split Attention
Jiahao Qin, Feng Liu
Electrocardiogram (ECG) analysis plays a crucial role in diagnosing cardiovascular diseases, but accurate interpretation of these complex signals remains challenging. This paper in…
STEAM-EEG: Spatiotemporal EEG Analysis with Markov Transfer Fields and Attentive CNNs
Jiahao Qin, Feng Liu
Electroencephalogram (EEG) signals play a pivotal role in biomedical research and clinical applications, including epilepsy diagnosis, sleep disorder analysis, and brain-computer i…
Mamba-Spike: Enhancing the Mamba Architecture with a Spiking Front-End for Efficient Temporal Data Processing
Jiahao Qin, Feng Liu
The field of neuromorphic computing has gained significant attention in recent years, aiming to bridge the gap between the efficiency of biological neural networks and the performa…