Mental Health

Ask about this field

Recent momentum

emerging

0 papers in the last 28 days · 0.0% of indexed attention

Twelve weeks of publication activity for this topic as it is defined today.

Weekly history

Recent digests

What was published in this field, kept on the site without email delivery.

Period ending 2026-09-21

5 new papers

A weekly snapshot of new work published in Mental Health.

Period ending 2026-09-14

6 new papers

A weekly snapshot of new work published in Mental Health.

Period ending 2026-09-07

2 new papers

A weekly snapshot of new work published in Mental Health.

Inside this field

Focused directions

172 papers

Latest in Mental Health

Browse all topics →
CardsList

  1. Voice Biomarkers for Depression and Anxiety

    May 11, 2026Oleksii Abramenko, Noah D. Stein, Colin VazDepression DetectionDepression

  2. The Association of Transformer-based Sentiment Analysis with Symptom Distress and Deterioration in Routine Psychotherapy Care

    May 11, 2026Douglas K. Faust, Peter Awad, Alexandre Vaz +1Sentiment AnalysisCognitive Behavioral Therapy

  3. Can We Trust LLMs for Mental Health Screening? Consistency, ASR Robustness, and Evidence Faithfulness

    May 10, 2026Erfan Loweimi, Sofia de la Fuente Garcia, Samira Loveymi +2Large Language Model ReliabilityDepression

  4. Automated Clinical Report Generation for Remote Cognitive Remediation: Comparing Knowledge-Engineered Templates and LLMs in Low-Resource Settings

    May 7, 2026Yongxin Zhou, Fabien Ringeval, François PortetMedical Report GenerationCognitive Behavioral Therapy

  5. Beyond Semantics: An Evidential Reasoning-Aware Multi-View Learning Framework for Trustworthy Mental Health Prediction

    May 6, 2026Yucheng Ruan, Ling Huang, Qika Lin +2Mental HealthClinical Prediction

  6. Ask Before You Diagnose: Safe-Psych, a Sequential Evaluation Benchmark for LLMs in Psychiatry

    May 6, 2026Oriana Presacan, Andreea Grama, Larisa Irimină +6Psychiatric ReasoningDiagnostic Benchmark

  7. Brainrot: Deskilling and Addiction are Overlooked AI Risks

    May 5, 2026Ilias Chalkidis, Anders SøgaardArtificial Intelligence SafetyGenerative Artificial Intelligence

  8. Auditing Stealth Sycophancy in Mental-Health Dialogue: Structured Clinical-State Diagnostics and Clean Matched Benchmarks

    May 5, 2026Tianze Han, Beining Xu, Hanbo Zhang +1Mental HealthSycophancy

  9. ADAPTS: Agentic Decomposition for Automated Protocol-agnostic Tracking of Symptoms

    May 4, 2026Alexandria K. Vail, Marcelo Cicconet, Katie Aafjes-van Doorn +2Depression DetectionAffective Computing

  10. EFGPP: Exploratory framework for genotype-phenotype prediction

    May 2, 2026Muhammad Muneeb, David B. AscherPhenotypesClinical Prediction

  11. Multi-Level Narrative Evaluation Outperforms Lexical Features for Mental Health

    Apr 30, 2026Yuxi Ma, Jieming Cui, Muyang Li +6Mental HealthNarratives

  12. SAGE: A Strategy-Aware Graph-Enhanced Generation Framework For Online Counseling

    Apr 29, 2026Eliya Naomi Aharon, Meytal Grimland, Avi Segal +4Synthesizing Long-Horizon Campus Psychological Counseling DialoguesCognitive Behavioral Therapy

  13. Fidelity, Diversity, and Privacy: A Multi-Dimensional LLM Evaluation for Clinical Data Augmentation

    Apr 29, 2026Guillermo Iglesias, Gema Bello-Orgaz, María Navas-Loro +3Synthetic DataMental Health

  14. Recurrence-Based Nonlinear Vocal Dynamics as Digital Biomarkers for Depression Detection from Conversational Speech

    Apr 29, 2026Himadri S SamantaDepression DetectionDepression

  15. Entropy-Dominated Temporal Vocal Dynamics as Digital Biomarkers for Depression Detection

    Apr 29, 2026Himadri S SamantaDepression DetectionDepression

  16. PSI-Bench: Towards Clinically Grounded and Interpretable Evaluation of Depression Patient Simulators

    Apr 28, 2026Nguyen Khoi Hoang, Shuhaib Mehri, Tse-An Hsu +4Simulated PatientsDepression

  17. One-shot emergency psychiatric triage across 15 frontier AI chatbots

    Apr 28, 2026Veith Weilnhammer, Lennart Luettgau, Christopher Summerfield +4TriagePsychiatric Reasoning

  18. Uncovering Latent Patterns in Social Media Usage and Mental Health: A Clustering-Based Approach Using Unsupervised Machine Learning

    Apr 27, 2026Md All Shahria, Sanjeda Dewan Mithila, Touhid Alam +2Mental HealthImage Clustering

  19. Learning Evidence of Depression Symptoms via Prompt Induction

    Apr 27, 2026Eliseo Bao, Anxo Perez, David Otero +1DepressionSentence-Level Classification

  20. Psychologically-Grounded Graph Modeling for Interpretable Depression Detection

    Apr 27, 2026Rishitej Reddy Vyalla, Kritarth Prasad, Avinash Anand +4Depression DetectionHeterogeneous Graph Transformers

  21. K-SENSE: A Knowledge-Guided Self-Augmented Encoder for Neuro-Semantic Evaluation of Mental Health Conditions on Social Media

    Apr 26, 2026Vijay YadavDepression DetectionMental Health

  22. A Benchmark Suite of Reddit-Derived Datasets for Mental Health Detection

    Apr 25, 2026Khalid Hasan, Jamil SaquerMental HealthBenchmark Datasets

  23. AI Safety Training Can be Clinically Harmful

    Apr 25, 2026Suhas BN, Andrew M. Sherrill, Rosa I. Arriaga +2Mental Health SupportLarge Language Model Safety

  24. Optimal Question Selection from a Large Question Bank for Clinical Field Recovery in Conversational Psychiatric Intake

    Apr 23, 2026Guan Gui, Peter Zandi, Jacob Taylor +1Psychiatric ReasoningInterviews

  25. Reliability Auditing for Downstream LLM tasks in Psychiatry: LLM-Generated Hospitalization Risk Scores

    Apr 23, 2026Shevya Panda, Shinjini Bose, Ananya JoshiPsychiatric ReasoningClinical Reasoning

  26. CARE: Counselor-Aligned Response Engine for Online Mental-Health Support

    Apr 23, 2026Hagai Astrin, Ayal Swaid, Avi Segal +1Mental Health SupportSynthesizing Long-Horizon Campus Psychological Counseling Dialogues

  27. Graph2Counsel: Clinically Grounded Synthetic Counseling Dialogue Generation from Client Psychological Graphs

    Apr 22, 2026Aishik Mandal, Hiba Arnaout, Clarissa W. Ong +5Synthesizing Long-Horizon Campus Psychological Counseling DialoguesCognitive Behavioral Therapy

  28. Aligning Human-AI-Interaction Trust for Mental Health Support: Survey and Position for Multi-Stakeholders

    Apr 22, 2026Xin Sun, Yue Su, Yifan Mo +9Mental Health SupportTrustworthy Artificial Intelligence

  29. Depression Risk Assessment in Social Media via Large Language Models

    Apr 21, 2026Giorgia Gulino, Manuel PetrucciDepression DetectionDepression

  30. Age-Dependent Heterogeneity in the Association Between Physical Activity and Mental Distress: A Causal Machine Learning Analysis of 3.2 Million U.S. Adults

    Apr 21, 2026Yuan ShanMental HealthPhysical Activities

  31. Transition-Matrix Regularization for Next Dialogue Act Prediction in Counselling Conversations

    Apr 20, 2026Eric Rudolph, Philipp Steigerwald, Jens AlbrechtNext-Token PredictionNext Activity Prediction

  32. MA-DLE: Speech-based Automatic Depression Level Estimation via Memory Augmentation

    Apr 20, 2026Xuzhi Wang, Xinran Wu, Ziping Zhao +2Depression DetectionMemory-Augmented Large Language Models

  33. MHSafeEval: Role-Aware Interaction-Level Evaluation of Mental Health Safety in Large Language Models

    Apr 20, 2026Suhyun Lee, Palakorn Achananuparp, Neemesh Yadav +2Large Language Model SafetyLarge Language Model Evaluation

  34. Cognitive Policy-Driven LLM for Diagnosis and Intervention of Cognitive Distortions in Emotional Support Conversation

    Apr 19, 2026Lin Zhong, Renjin Zhu, Shujuan Ma +4Emotional SupportMental Health Support

  35. StoryMI: Steerable Multi-Agent Therapeutic Dialogue Generation

    Apr 18, 2026Qingyu Meng, Min Chen, Dingming Liu +5Synthesizing Long-Horizon Campus Psychological Counseling DialoguesCognitive Behavioral Therapy

  36. EviDep: Uncertainty-Aware Multimodal Depression Estimation via Disentangled Evidential Learning

    Apr 17, 2026Fangyuan Liu, Sirui Zhao, Yangsong Zhang +5Depression DetectionEvidential Learning

  37. Blinded Multi-Rater Comparative Evaluation of a Large Language Model and Clinician-Authored Responses in CGM-Informed Diabetes Counseling

    Apr 16, 2026Zhijun Guo, Alvina Lai, Emmanouil Korakas +6Clinical Decision SupportContinuous Glucose Monitoring

  38. Enhancing Mental Health Counseling Support in Bangladesh using Culturally-Grounded Knowledge

    Apr 16, 2026Md Arid Hasan, Azhagu Meena SP, Aditya Khan +6Mental Health SupportCognitive Behavioral Therapy

  39. CounselReflect: Opportunities and Challenges for Designing Tools to Support Self-Reflection on Mental Health and Well-Being Conversations with AI

    Mar 31, 2026Yahan Li, Chaohao Du, Christopher Chun Kuizon +7Cognitive Behavioral TherapyReflections

  40. When Consistency Becomes Bias: Interviewer Effects in Semi-Structured Clinical Interviews

    Mar 25, 2026Hasindri Watawana, Sergio Burdisso, Diego A. Moreno-Galván +4Depression DetectionInterviews

  41. MIND: Unified Inquiry and Diagnosis RL with Criteria Grounded Clinical Supports for Psychiatric Consultation

    Mar 4, 2026Guoyi Li, Shihao Xu, Jiatong Ma +4Psychiatric ReasoningKnowledge-Grounded Reasoning

  42. An evidence-guided reinforcement learning method to improve psychiatric reasoning in small language models

    Feb 6, 2026Xinxin Lin, Guangxin Dai, Yi Zhong +25Psychiatric ReasoningClinical Reasoning

  43. Tell Me: An LLM-powered Mental Well-being Assistant with RAG, Synthetic Dialogue Generation, and Agentic Planning

    Nov 18, 2025Trishala Jayesh AhalparaMental Health SupportSynthesizing Long-Horizon Campus Psychological Counseling Dialogues

  44. MAGneT: Coordinated Multi-Agent Generation of Synthetic Multi-Turn Mental Health Counseling Sessions

    Sep 4, 2025Aishik Mandal, Tanmoy Chakraborty, Iryna GurevychSynthesizing Long-Horizon Campus Psychological Counseling DialoguesCognitive Behavioral Therapy

  45. Somatic in the East, Psychological in the West?: Investigating Clinically-Grounded Cross-Cultural Depression Symptom Expression in LLMs

    Aug 5, 2025Shintaro Sakai, Jisun An, Migyeong Kang +1Depression DetectionPsychology

  46. Structured Prompting and Automated Evaluation in Fixed Synthetic Japanese-Language Counseling Dialogues

    Jun 28, 2025Keita Kiuchi, Yoshikazu Fujimoto, Hideyuki Goto +5Synthesizing Long-Horizon Campus Psychological Counseling DialoguesPrompt Engineering

  47. "I Said Things I Needed to Hear Myself": Peer Support as an Emotional, Organisational, and Sociotechnical Practice in Singapore

    Jun 11, 2025Kellie Yu Hui Sim, Kenny Tsu Wei ChooMental Health SupportSociotechnical Systems

  48. "Is This Really a Human Peer Supporter?": Misalignments Between Peer Supporters and Experts in LLM-Supported Interactions

    Jun 11, 2025Kellie Yu Hui Sim, Roy Ka-Wei Lee, Kenny Tsu Wei ChooMental Health SupportPeers

  49. A Wearable Device Dataset for Mental Health Assessment Using Laser Doppler Flowmetry and Fluorescence Spectroscopy Sensors

    Feb 3, 2025Minh Ngoc Nguyen, Khai Le-Duc, Tan-Hanh Pham +7Remote Physiological MeasurementWearable Devices

  50. Therapy as an NLP Task: Comparing LLMs and Human Peers Behaviors in CBT Sessions

    Sep 3, 2024Zainab Iftikhar, Sean Ransom, Amy Xiao +2Cognitive Behavioral Therapy

  51. Interpretable factorization of clinical questionnaires to identify latent factors of psychopathology

    Dec 12, 2023Ka Chun Lam, Francisco Pereira, Bridget W Mahony +1Exploratory Factor AnalysisPsychometrics

  52. "Mirror" Large Language Model Evaluations of Depression are Criterion Contaminated

    Date pendingTong Li, Rasiq Hussain, Mehak Gupta +1Depression DetectionDepression