| FG 2025 TrustFAA: the First Workshop on Towards Trustworthy Facial Affect Analysis: Advancing Insights of Fairness, Explainability, and Safety (TrustFAA) | Jun 5, 2025 | Action Unit DetectionDepression Detection | —Unverified | 0 |
| Towards Machine Unlearning for Paralinguistic Speech Processing | Jun 2, 2025 | Depression DetectionEmotion Recognition | —Unverified | 0 |
| Explainable Depression Detection using Masked Hard Instance Mining | May 30, 2025 | Depression Detection | —Unverified | 0 |
| Speech as a Multimodal Digital Phenotype for Multi-Task LLM-based Mental Health Prediction | May 28, 2025 | Depression DetectionLanguage Modeling | —Unverified | 0 |
| Large Language Models for Depression Recognition in Spoken Language Integrating Psychological Knowledge | May 28, 2025 | Depression DetectionDiagnostic | CodeCode Available | 1 |
| The First MPDD Challenge: Multimodal Personality-aware Depression Detection | May 15, 2025 | Depression Detection | —Unverified | 0 |
| Enhancing Depression Detection via Question-wise Modality Fusion | Mar 26, 2025 | Depression DetectionOrdinal Classification | CodeCode Available | 0 |
| Why Pre-trained Models Fail: Feature Entanglement in Multi-modal Depression Detection | Mar 9, 2025 | Data AugmentationDepression Detection | —Unverified | 0 |
| Cross-Subject Depression Level Classification Using EEG Signals with a Sample Confidence Method | Mar 4, 2025 | Binary ClassificationDepression Detection | —Unverified | 0 |
| Explainable Depression Detection in Clinical Interviews with Personalized Retrieval-Augmented Generation | Mar 3, 2025 | Depression DetectionHallucination | —Unverified | 0 |
