| 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 |
| SpeechT-RAG: Reliable Depression Detection in LLMs with Retrieval-Augmented Generation Using Speech Timing Information | Feb 16, 2025 | Depression DetectionRAG | —Unverified | 0 |
| Machine Learning Fairness for Depression Detection using EEG Data | Jan 30, 2025 | Depression DetectionEEG | —Unverified | 0 |
| Multimodal Magic Elevating Depression Detection with a Fusion of Text and Audio Intelligence | Jan 28, 2025 | Depression DetectionEmotion Recognition | —Unverified | 0 |
| Towards Explainable Multimodal Depression Recognition for Clinical Interviews | Jan 27, 2025 | Decision MakingDepression Detection | CodeCode Available | 0 |
| U-Fair: Uncertainty-based Multimodal Multitask Learning for Fairer Depression Detection | Jan 16, 2025 | Depression DetectionFairness | —Unverified | 0 |
| Context-Aware Deep Learning for Multi Modal Depression Detection | Dec 26, 2024 | Data AugmentationDeep Learning | CodeCode Available | 1 |
| EmoVerse: Exploring Multimodal Large Language Models for Sentiment and Emotion Understanding | Dec 11, 2024 | Depression DetectionEmotion-Cause Pair Extraction | CodeCode Available | 1 |
| Depression detection from Social Media Bangla Text Using Recurrent Neural Networks | Dec 8, 2024 | Depression DetectionEmotion Recognition | —Unverified | 0 |
| Synthetic Data Generation with LLM for Improved Depression Prediction | Nov 26, 2024 | Depression DetectionPrivacy Preserving | —Unverified | 0 |
| SAD-TIME: a Spatiotemporal-fused network for depression detection with Automated multi-scale Depth-wise and TIME-interval-related common feature extractor | Nov 13, 2024 | Depression DetectionDiagnostic | —Unverified | 0 |
| Multi-aspect Depression Severity Assessment via Inductive Dialogue System | Oct 29, 2024 | Depression DetectionEmotion Classification | —Unverified | 0 |
| Systematic Review: Text Processing Algorithms in Machine Learning and Deep Learning for Mental Health Detection on Social Media | Oct 21, 2024 | Depression DetectionSentiment Analysis | —Unverified | 0 |
| On-device Federated Learning in Smartphones for Detecting Depression from Reddit Posts | Oct 17, 2024 | Depression DetectionFederated Learning | —Unverified | 0 |
| A Hybrid Graph Neural Network for Enhanced EEG-Based Depression Detection | Oct 8, 2024 | Depression DetectionEEG | —Unverified | 0 |
| Depression detection in social media posts using transformer-based models and auxiliary features | Sep 30, 2024 | Data AugmentationDepression Detection | —Unverified | 0 |