activity
20242026
most citedExplainable Artificial Intelligence for Medical Applications: A Review

5 citations · 9 across the 16 of their papers we have counts for

collaborators

17 papers

cs.SD2026

CLASH: Counterfactual Auditing of Lexical and Prosodic Reliance in Spoken Sarcasm Detection

Qiyang Sun, Xudong Li, Yupei Li +4

Spoken sarcasm detectors may exploit lexical content, prosody, or their interaction, yet conventional evaluation cannot reveal which cues drive their predictions. We introduce CLAS…

cs.SD2026

Beyond Accuracy: ARIA-Rubrics for Evaluating Audio Reasoning in Large Audio Language Models

Yupei Li, Qiyang Sun, Mohamed Mady +4

Large Audio Language Models (LALMs) have shown strong performance on audio reasoning benchmarks, but accuracy alone cannot distinguish true reasoning from superficial pattern match…

cs.SD2026

Perceptible or Not? Diagnosing Passive Fingerprints for Speech Deepfake Attribution

Yupei Li, Qiyang Sun, Emmanouil Benetos +2

Passive fingerprints (intrinsic traces naturally left by generators) have been shown to enable attribution in speech deepfake detection, yet their persistence, reproducibility, and…

cs.SD2026

CHARM: Charge Calibration and Acoustic Rescue for LLM-based Multimodal Sarcasm Detection

Qiyang Sun, Yi Chang, Yupei Li +3

Sarcasm detection, the identification of discrepancies between literal and intended meaning, is a fundamental task in affective computing. However, zero-shot instruction-tuned Larg…

cs.SD2026

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…

cs.AI2026

Towards Dys-XAI: Influence-Based Explanations for Dysarthria Severity Assessment

Xiaoliang Wu, Qiyang Sun, Yupei Li +3

Dysarthria severity assessment is essential for therapy planning and longitudinal monitoring, yet manual perceptual rating is time-consuming and variable across clinicians. Althoug…

cs.CL2026

XAI-Grounded Explanation Generation for Speech Deepfake Detection with Training-Free Multimodal Large Language Models

Yupei Li, Qiyang Sun, Xiaoliang Wu +3

Speech deepfake detection (SDD) systems require trustworthy explanations for reliable decision-making. Existing explanation ways mainly fall into two categories. Traditional explai…

cs.LG2025

RAxSS: Retrieval-Augmented Sparse Sampling for Explainable Variable-Length Medical Time Series Classification

Aydin Javadov, Samir Garibov, Tobias Hoesli +4

Medical time series analysis is challenging due to data sparsity, noise, and highly variable recording lengths. Prior work has shown that stochastic sparse sampling effectively han…

cs.SD2025

Cross-Dialect Bird Species Recognition with Dialect-Calibrated Augmentation

Jiani Ding, Qiyang Sun, Alican Akman +1

Dialect variation hampers automatic recognition of bird calls collected by passive acoustic monitoring. We address the problem on DB3V, a three-region, ten-species corpus of 8-s cl…

cs.HC2025

Artificial Emotion: A Survey of Theories and Debates on Realising Emotion in Artificial Intelligence

Yupei Li, Qiyang Sun, Michelle Schlicher +2

Affective Computing (AC) has enabled Artificial Intelligence (AI) systems to recognise, interpret, and respond to human emotions - a capability also known as Artificial Emotional I…

eess.IV2025

Automatic Contouring of Spinal Vertebrae on X-Ray using a Novel Sandwich U-Net Architecture

Sunil Munthumoduku Krishna Murthy, Kumar Rajamani, Srividya Tirunellai Rajamani +3

In spinal vertebral mobility disease, accurately extracting and contouring vertebrae is essential for assessing mobility impairments and monitoring variations during flexion-extens…

cs.CL2025

GatedxLSTM: A Multimodal Affective Computing Approach for Emotion Recognition in Conversations

Yupei Li, Qiyang Sun, Sunil Munthumoduku Krishna Murthy +2

Affective Computing (AC) is essential for advancing Artificial General Intelligence (AGI), with emotion recognition serving as a key component. However, human emotions are inherent…

cs.AI2024★ 2 cited

Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment

Qiyang Sun, Yupei Li, Emran Alturki +2

As Artificial Intelligence (AI) continues to advance rapidly, Friendly AI (FAI) has been proposed to advocate for more equitable and fair development of AI. Despite its importance,…

cs.SD2024★ 1 cited

Explainable Detection of Machine Generated Music and Early Systematic Evaluation

Yupei Li, Qiyang Sun, Hanqian Li +2

Machine-generated music (MGM) has become a groundbreaking innovation with wide-ranging applications, such as music therapy, personalised editing, and creative inspiration within th…

cs.LG2024★ 5 cited

Explainable Artificial Intelligence for Medical Applications: A Review

Qiyang Sun, Alican Akman, Björn W. Schuller

The continuous development of artificial intelligence (AI) theory has propelled this field to unprecedented heights, owing to the relentless efforts of scholars and researchers. In…

cs.SD2024

Audio-based Kinship Verification Using Age Domain Conversion

Qiyang Sun, Alican Akman, Xin Jing +2

Audio-based kinship verification (AKV) is important in many domains, such as home security monitoring, forensic identification, and social network analysis. A key challenge in the…

cs.SD2024★ 1 cited

Audio Explanation Synthesis with Generative Foundation Models

Alican Akman, Qiyang Sun, Björn W. Schuller

The increasing success of audio foundation models across various tasks has led to a growing need for improved interpretability to understand their intricate decision-making process…