| Machine Learning Algorithms for Depression Detection and Their Comparison | Jan 9, 2023 | Depression DetectionEmotional Intelligence | —Unverified | 0 | 0 |
| Machine Learning Approaches for Detecting the Depression from Resting-State Electroencephalogram (EEG): A Review Study | Sep 6, 2019 | BIG-bench Machine LearningDepression Detection | —Unverified | 0 | 0 |
| Machine Learning Approach for Depression Detection in Japanese | Nov 1, 2021 | BIG-bench Machine LearningDepression Detection | —Unverified | 0 | 0 |
| Machine Learning-based Approach for Depression Detection in Twitter Using Content and Activity Features | Mar 9, 2020 | BIG-bench Machine LearningDepression Detection | —Unverified | 0 | 0 |
| Machine Learning Fairness for Depression Detection using EEG Data | Jan 30, 2025 | Depression DetectionEEG | —Unverified | 0 | 0 |
| MOGAM: A Multimodal Object-oriented Graph Attention Model for Depression Detection | Mar 21, 2024 | Depression DetectionGraph Attention | —Unverified | 0 | 0 |
| MoodCapture: Depression Detection Using In-the-Wild Smartphone Images | Feb 25, 2024 | Depression DetectionFeature Importance | —Unverified | 0 | 0 |
| Multi-aspect Depression Severity Assessment via Inductive Dialogue System | Oct 29, 2024 | Depression DetectionEmotion Classification | —Unverified | 0 | 0 |
| What Symptoms and How Long? An Interpretable AI Approach for Depression Detection in Social Media | May 18, 2023 | Decision MakingDepression Detection | —Unverified | 0 | 0 |
| Multi-Explainable TemporalNet: An Interpretable Multimodal Approach using Temporal Convolutional Network for User-level Depression Detection | Apr 22, 2024 | Depression Detection | —Unverified | 0 | 0 |
| Multimodal Gender Fairness in Depression Prediction: Insights on Data from the USA & China | Aug 7, 2024 | Depression DetectionFairness | —Unverified | 0 | 0 |
| Multimodal Topic-Enriched Auxiliary Learning for Depression Detection | Dec 1, 2020 | Auxiliary LearningDepression Detection | —Unverified | 0 | 0 |
| A Hybrid Graph Neural Network for Enhanced EEG-Based Depression Detection | Oct 8, 2024 | Depression DetectionEEG | —Unverified | 0 | 0 |
| NarrationDep: Narratives on Social Media For Automatic Depression Detection | Jul 24, 2024 | Depression Detection | —Unverified | 0 | 0 |
| Neural Networks with Different Initialization Methods for Depression Detection | May 10, 2022 | Depression Detection | —Unverified | 0 | 0 |
| Advancing Depression Detection on Social Media Platforms Through Fine-Tuned Large Language Models | Sep 23, 2024 | Depression Detection | —Unverified | 0 | 0 |
| A Depression Detection Method Based on Multi-Modal Feature Fusion Using Cross-Attention | Jul 2, 2024 | Depression Detection | —Unverified | 0 | 0 |
| On-device Federated Learning in Smartphones for Detecting Depression from Reddit Posts | Oct 17, 2024 | Depression DetectionFederated Learning | —Unverified | 0 | 0 |
| A Cross-modal Review of Indicators for Depression Detection Systems | Aug 1, 2017 | Depression Detection | —Unverified | 0 | 0 |
| Predicting Individual Depression Symptoms from Acoustic Features During Speech | Jun 23, 2024 | Depression DetectionPrediction | —Unverified | 0 | 0 |
| Prediction of Depression Severity Based on the Prosodic and Semantic Features with Bidirectional LSTM and Time Distributed CNN | Feb 25, 2022 | Depression DetectionWord Embeddings | —Unverified | 0 | 0 |
| Probing mental health information in speech foundation models | Sep 27, 2024 | Depression Detection | —Unverified | 0 | 0 |
| A Cost-aware Study of Depression Language on Social Media using Topic and Affect Contextualization | Jun 30, 2023 | ClassificationDepression Detection | —Unverified | 0 | 0 |
| A BERT-Based Summarization approach for depression detection | Sep 13, 2024 | Depression DetectionText Summarization | —Unverified | 0 | 0 |
| Read, Diagnose and Chat: Towards Explainable and Interactive LLMs-Augmented Depression Detection in Social Media | May 9, 2023 | Depression DetectionDiagnostic | —Unverified | 0 | 0 |
| They Look Like Each Other: Case-based Reasoning for Explainable Depression Detection on Twitter using Large Language Models | Jul 21, 2024 | Decision MakingDepression Detection | —Unverified | 0 | 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 | 0 |
| Self-supervised representations in speech-based depression detection | May 20, 2023 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | —Unverified | 0 | 0 |
| Sentiment Informed Sentence BERT-Ensemble Algorithm for Depression Detection | Sep 7, 2024 | Depression DetectionSentence | —Unverified | 0 | 0 |
| SERCNN: Stacked Embedding Recurrent Convolutional Neural Network in Depression Detection on Twitter | Sep 29, 2021 | Depression Detection | —Unverified | 0 | 0 |
| SERCNN: Stacked Embedding Recurrent Convolutional Neural Network in Detecting Depression on Twitter | Jul 29, 2022 | Depression Detection | —Unverified | 0 | 0 |
| Significance of Speaker Embeddings and Temporal Context for Depression Detection | Jul 24, 2021 | Depression Detection | —Unverified | 0 | 0 |
| Social Behaviour Understanding using Deep Neural Networks: Development of Social Intelligence Systems | May 20, 2021 | Activity RecognitionDepression Detection | —Unverified | 0 | 0 |
| Speech as a Multimodal Digital Phenotype for Multi-Task LLM-based Mental Health Prediction | May 28, 2025 | Depression DetectionLanguage Modeling | —Unverified | 0 | 0 |
| SpeechT-RAG: Reliable Depression Detection in LLMs with Retrieval-Augmented Generation Using Speech Timing Information | Feb 16, 2025 | Depression DetectionRAG | —Unverified | 0 | 0 |
| SSN_MLRG3 @LT-EDI-ACL2022-Depression Detection System from Social Media Text using Transformer Models | May 1, 2022 | Depression DetectionMulti-class Classification | —Unverified | 0 | 0 |
| Synthetic Data Generation with LLM for Improved Depression Prediction | Nov 26, 2024 | Depression DetectionPrivacy Preserving | —Unverified | 0 | 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 | 0 |
| When LLMs Meets Acoustic Landmarks: An Efficient Approach to Integrate Speech into Large Language Models for Depression Detection | Feb 17, 2024 | Depression Detection | —Unverified | 0 | 0 |
| Test-Time Training for Depression Detection | Apr 7, 2024 | Depression Detection | —Unverified | 0 | 0 |
| Multimodal Magic Elevating Depression Detection with a Fusion of Text and Audio Intelligence | Jan 28, 2025 | Depression DetectionEmotion Recognition | —Unverified | 0 | 0 |
| The First MPDD Challenge: Multimodal Personality-aware Depression Detection | May 15, 2025 | Depression Detection | —Unverified | 0 | 0 |
| The Relationship Between Speech Features Changes When You Get Depressed: Feature Correlations for Improving Speed and Performance of Depression Detection | Jul 6, 2023 | Depression DetectionFeature Correlation | —Unverified | 0 | 0 |
| Topic Modeling Based Multi-modal Depression Detection | Mar 28, 2018 | Depression Detection | —Unverified | 0 | 0 |
| Care for the Mind Amid Chronic Diseases: An Interpretable AI Approach Using IoT | Nov 8, 2022 | Decision MakingDepression Detection | —Unverified | 0 | 0 |
| Climate and Weather: Inspecting Depression Detection via Emotion Recognition | Apr 29, 2022 | Depression DetectionEmotion Recognition | —Unverified | 0 | 0 |
| ComFeAT: Combination of Neural and Spectral Features for Improved Depression Detection | Jun 10, 2024 | Depression Detection | —Unverified | 0 | 0 |
| CANAMRF: An Attention-Based Model for Multimodal Depression Detection | Jan 4, 2024 | Depression Detection | —Unverified | 0 | 0 |
| Cross-Subject Depression Level Classification Using EEG Signals with a Sample Confidence Method | Mar 4, 2025 | Binary ClassificationDepression Detection | —Unverified | 0 | 0 |
| Avengers Assemble: Amalgamation of Non-Semantic Features for Depression Detection | Sep 22, 2024 | Depression DetectionEmotion Recognition | —Unverified | 0 | 0 |