Mental Health

DepressGEN: Synthetic Data Generation Framework for Depression Detection Interspeech 2025 Depression Detection on Social Media with Large Language Models EMNLP 2025 Detecting Child Objectification on Social Media: Challenges in Language Modeling ACL 2025 Disparate Effect Of Missing Mediators On Transportability of Causal Effects CLeaR 2025 Does “Reasoning” with Large Language Models Improve Recognizing, Generating and Reframing Unhelpful Thoughts? ACL 2025 Do Large Language Models Align with Core Mental Health Counseling Competencies? NAACL 2025 Efficient Subsampling for GNN Downstream Tasks ACML 2025 Egocentric Speaker Classification in Child-Adult Dyadic Interactions: From Sensing to Computational Modeling Interspeech 2025 EmoAgent: Assessing and Safeguarding Human-AI Interaction for Mental Health Safety EMNLP 2025 Emotion-Guided Graph Attention Networks for Speech-Based Depression Detection under Emotion-Inducting Tasks Interspeech 2025 Enhancing Depression Detection via Question-wise Modality Fusion NAACL 2025 Enhancing Stress Detection on Social Media Through Multi-Modal Fusion of Text and Synthesized Visuals ACL 2025 ESC-Judge: A Framework for Comparing Emotional Support Conversational Agents EMNLP 2025 Explainable Depression Detection in Clinical Interviews with Personalized Retrieval-Augmented Generation ACL 2025 Explainable Depression Detection using Masked Hard Instance Mining Interspeech 2025 Exploratory Study into Relations between Cognitive Distortions and Emotional Appraisals NAACL 2025 Exploring Pre-trained models on Ultrasound Modeling for Mice Autism Detection with Uniform Filter Bank and Attentive Scoring Interspeech 2025 Exploring the Power of Empirical Mode Decomposition for Sensing the Sound of Silence: A Pilot Study on Mice Autism Detection via Ultrasonic Vocalisation Interspeech 2025 From Evidence Mining to Meta-Prediction: a Gradient of Methodologies for Task-Specific Challenges in Psychological Assessment NAACL 2025 From Posts to Timelines: Modeling Mental Health Dynamics from Social Media Timelines with Hybrid LLMs NAACL 2025 From Static to Dynamic: Enhancing AAC with Generative Imagery and Zero-Shot TTS Interspeech 2025 Guardians of Trust: Risks and Opportunities for LLMs in Mental Health ACL 2025 Hassles and Uplifts Detection on Social Media Narratives IJCNLP 2025 Identifying Vocal and Facial Biomarkers of Depression in Large-Scale Remote Recordings: A Multimodal Study Using Mixed-Effects Modeling Interspeech 2025 If Eleanor Rigby Had Met ChatGPT: A Study on Loneliness in a Post-LLM World ACL 2025