From the 1 of 4 linked papers with an AI index.
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CHARM: Charge Calibration and Acoustic Rescue for LLM-based Multimodal Sarcasm Detection
Qiyang Sun, Yi Chang, Yupei Li +3
The paper introduces CHARM, a training-free framework that calibrates large language model predictions and fuses prosodic acoustic cues to improve zero-shot multimodal sarcasm dete…
SIGMA: Saliency-Guided Sparse Mask Attacks for Speech Emotion Recognition
Qiyang Sun, Yi Chang, Zixing Zhang +1
Speech conveys rich emotional information. As Speech Emotion Recognition (SER) is usually deployed in privacy-sensitive and reliability-critical environments, adversarial attacks o…
Breaking Resource Barriers in Speech Emotion Recognition via Data Distillation
Yi Chang, Zhao Ren, Zhonghao Zhao +4
Speech emotion recognition (SER) plays a crucial role in human-computer interaction. The emergence of edge devices in the Internet of Things (IoT) presents challenges in constructi…
A Comprehensive Survey on Heart Sound Analysis in the Deep Learning Era
Zhao Ren, Yi Chang, Thanh Tam Nguyen +3
Heart sound auscultation has been applied in clinical usage for early screening of cardiovascular diseases. Due to the high demand for auscultation expertise, automatic auscultatio…