AI for Mental Health

AI4MH

AI for Mental Health refers to the application of artificial intelligence techniques to improve mental health care. This includes using AI for diagnosis, treatment recommendations, and monitoring mental health conditions.

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Patient-Centered Summarization Framework for AI Clinical Summarization: A Mixed-Methods Design Maria Lizarazo Jimenez Ana Gabriela Claros Kieran Green David Toro-Tobon Felipe Larios ... Misk Al Zahidy Saturnino Luz Mirella Lapata Juan P. Brito Oscar J. Ponce-Ponte LM&MA AI4MH 71 0 0 31 Oct 2025
Standardization of Psychiatric Diagnoses -- Role of Fine-tuned LLM Consortium and OpenAI-gpt-oss Reasoning LLM Enabled Decision Support System Eranga Bandara Ross Gore Atmaram Yarlagadda Anita H. Clayton Preston Samuel Christopher K. Rhea Sachin Shetty AI4MH 0 0 0 29 Oct 2025
Do Chatbots Walk the Talk of Responsible AI? Susan Ariel Aaronson Michael Moreno SILM AI4MH 90 0 0 28 Oct 2025
From Detection to Discovery: A Closed-Loop Approach for Simultaneous and Continuous Medical Knowledge Expansion and Depression Detection on Social Media S. Geng Wenli Zhang Jiaheng Xie Rui Wang Sudha Ram AI4MH 44 0 0 23 Oct 2025
ChatGPT Unveils Its Limits: Principles of Law Deliver Checkmate Marianna Molinari Ilaria Angela Amantea Marinella Quaranta Guido Governatori AILaw ELM AI4MH 44 0 0 22 Oct 2025
Evaluating ChatGPT's Performance in Classifying Pneumonia from Chest X-Ray Images Pragna Prahallad Pranathi Prahallad LM&MA AI4MH LRM 84 0 0 22 Oct 2025
IMB: An Italian Medical Benchmark for Question Answering Antonio Romano Giuseppe Riccio Mariano Barone Marco Postiglione V. Moscato AI4MH 42 0 0 21 Oct 2025
The Cost-Benefit of Interdisciplinarity in AI for Mental Health Katerina Drakos Eva Paraschou Simay Toplu Line H. Clemmensen Christoph Lütge N. Lønfeldt Sneha Das AI4MH 12 0 0 21 Oct 2025
When Can We Trust LLMs in Mental Health? Large-Scale Benchmarks for Reliable LLM Evaluation Abeer Badawi Elahe Rahimi Md Tahmid Rahman Laskar Sheri Grach Lindsay Bertrand Lames Danok Jimmy Xiangji Huang Frank Rudzicz Elham Dolatabadi AI4MH ELM 24 1 0 21 Oct 2025
MoPHES:Leveraging on-device LLMs as Agent for Mobile Psychological Health Evaluation and Support Xun Wei Pukai Zhou Zeyu Wang AI4MH 16 0 0 17 Oct 2025
VERA-MH Concept Paper Luca Belli Kate Bentley Will Alexander Emily Ward Matt Hawrilenko Kelly Johnston Mill Brown Adam Chekroud AI4MH 52 0 0 17 Oct 2025
SARHAchat: An LLM-Based Chatbot for Sexual and Reproductive Health Counseling Jiaye Yang Xinyu Zhao Tianlong Chen Kandyce Brennan AI4MH 12 0 0 17 Oct 2025
Generalist vs Specialist Time Series Foundation Models: Investigating Potential Emergent Behaviors in Assessing Human Health Using PPG Signals Saurabh Kataria Yi Wu Zhaoliang Chen Hyunjung Gloria Kwak Yuhao Xu ... C. Jabaley Tim Buchman Sivasubramanium V Bhavani Randall J Lee Xiao Hu AI4TS AI4MH LM&MA 44 0 0 16 Oct 2025
AI-Powered Early Diagnosis of Mental Health Disorders from Real-World Clinical Conversations Jianfeng Zhu Julina Maharjan Xinyu Li Karin G. Coifman Ruoming Jin AI4MH 12 0 0 16 Oct 2025
Cardi-GPT: An Expert ECG-Record Processing Chatbot Koustav Mallick Neel Singh Mohammedreza Hajiarbabi AI4MH LM&MA 67 0 0 14 Oct 2025
An AI-Based Behavioral Health Safety Filter and Dataset for Identifying Mental Health Crises in Text-Based Conversations Benjamin W. Nelson Celeste Wong Matthew T. Silvestrini Sooyoon Shin Alanna Robinson Jessica Lee E. Yang John Torous Andrew Trister AI4MH 16 0 0 14 Oct 2025
Are Large Language Models Effective Knowledge Graph Constructors? R. Chen Weifeng Jiang Chengwei Qin Bo Xiong Fiona Liausvia Dongkyu Choi Boon Kiat Quek AI4MH 4 0 0 13 Oct 2025
Beyond the Crowd: LLM-Augmented Community Notes for Governing Health Misinformation Jiaying Wu Zihang Fu Haonan Wang Fanxiao Li Min-Yen Kan AI4MH 4 0 0 13 Oct 2025
Medical Interpretability and Knowledge Maps of Large Language Models Razvan Marinescu Victoria-Elisabeth Gruber Diego Fajardo FAtt AI4MH 40 0 0 13 Oct 2025
How AI Companionship Develops: Evidence from a Longitudinal Study Angel Hsing-Chi Hwang Fiona Li Jacy Reese Anthis Hayoun Noh AI4MH 39 0 0 11 Oct 2025
AI Knowledge Assist: An Automated Approach for the Creation of Knowledge Bases for Conversational AI Agents Md Tahmid Rahman Laskar Julien Bouvier Tremblay Xue-Yong Fu Cheng Chen Shashi Bhushan TN RALM AI4MH 12 0 0 09 Oct 2025
A Case for Leveraging Generative AI to Expand and Enhance Training in the Provision of Mental Health Services Hannah R. Lawrence Shannon Wiltsey Stirman Samuel Dorison Taedong Yun Megan Jones Bell AI4MH 8 0 0 08 Oct 2025
Resource-Efficient Fine-Tuning of LLaMA-3.2-3B for Medical Chain-of-Thought Reasoning Imran Mansha LRM AI4MH 24 0 0 06 Oct 2025
MedReflect: Teaching Medical LLMs to Self-Improve via Reflective Correction Yue Huang Yanyuan Chen Dexuan Xu Weihua Yue H. Zhang Meikang Qiu Yu Huang AI4MH LRM 16 0 0 04 Oct 2025
Interpretable Neuropsychiatric Diagnosis via Concept-Guided Graph Neural Networks Song Wang Zhenyu Lei Zhen Tan Jundong Li Javier Rasero Aiying Zhang Chirag Agarwal AI4MH 67 0 0 02 Oct 2025
PsychCounsel-Bench: Evaluating the Psychology Intelligence of Large Language Models Min Zeng ELM LM&MA AI4MH 80 0 0 02 Oct 2025
Automated Evaluation can Distinguish the Good and Bad AI Responses to Patient Questions about Hospitalization Sarvesh Soni Dina Demner-Fushman AI4MH 30 0 0 01 Oct 2025
MHINDR - a DSM5 based mental health diagnosis and recommendation framework using LLM Vaishali Agarwal Sachin Thukral Arnab Chatterjee AI4MH 32 0 0 30 Sep 2025
Building Benchmarks from the Ground Up: Community-Centered Evaluation of LLMs in Healthcare Chatbot Settings Hamna G. Bhat Sourabrata Mukherjee Faisal Lalani Evan Hadfield Divya Siddarth Kalika Bali Sunayana Sitaram LM&MA AI4MH 8 0 0 29 Sep 2025
MDD-Thinker: Towards Large Reasoning Models for Major Depressive Disorder Diagnosis Yuyang Sha Hongxin Pan Gang Luo Caijuan Shi Jing Wang Kefeng Li AI4MH LRM 24 0 0 29 Sep 2025
Between Help and Harm: An Evaluation of Mental Health Crisis Handling by LLMs Adrián Arnaiz-Rodríguez Miguel Baidal Erik Derner Jenn Layton Annable Mark Ball Mark Ince Elvira Perez Vallejos Nuria Oliver AI4MH 44 0 0 29 Sep 2025
Benchmarking ECG Foundational Models: A Reality Check Across Clinical Tasks M A Al-Masud Juan Miguel Lopez Alcaraz Nils Strodthoff AI4MH 28 1 0 29 Sep 2025
Beyond Overall Accuracy: A Psychometric Deep Dive into the Topic-Specific Medical Capabilities of 80 Large Language Models Zhimeng Luo Lixin Wu Adam Frisch Daqing He LM&MA ELM AI4MH 24 0 0 29 Sep 2025
Mental Health Impacts of AI Companions: Triangulating Social Media Quasi-Experiments, User Perspectives, and Relational Theory Yunhao Yuan Jiaxun Zhang Talayeh Aledavood Renwen Zhang Koustuv Saha AI4MH 26 0 0 26 Sep 2025
A Longitudinal Randomized Control Study of Companion Chatbot Use: Anthropomorphism and Its Mediating Role on Social Impacts Rose E. Guingrich Michael S. A. Graziano AI4MH 40 0 0 23 Sep 2025
Mental Multi-class Classification on Social Media: Benchmarking Transformer Architectures against LSTM Models Khalid Hasan Jamil Saquer Yifan Zhang AI4MH 24 0 0 20 Sep 2025
RephQA: Evaluating Readability of Large Language Models in Public Health Question Answering Weikang Qiu Tinglin Huang Ryan Rullo Yucheng Kuang Ali Maatouk S. Raquel Ramos Rex Ying LM&MA AI4MH ELM 125 0 0 19 Sep 2025
Domain-Specific Constitutional AI: Enhancing Safety in LLM-Powered Mental Health Chatbots Chenhan Lyu Yutong Song Pengfei Zhang Amir M. Rahmani AI4MH 43 0 0 19 Sep 2025
EmoHeal: An End-to-End System for Personalized Therapeutic Music Retrieval from Fine-grained Emotions Xinchen Wan Jinhua Liang Huan Zhang AI4MH 12 0 0 19 Sep 2025
Empathy-R1: A Chain-of-Empathy and Reinforcement Learning Framework for Long-Form Mental Health Support Xianrong Yao Dong She C. Zhang Yimeng Zhang Yueru Sun Noman Ahmed Yang Gao Zhanpeng Jin AI4MH LRM 52 0 0 18 Sep 2025
Can I Trust This Chatbot? Assessing User Privacy in AI-Healthcare Chatbot ApplicationsProceedings of the Association for Information Science and Technology (ASIS&T), 2025 Ramazan Yener Guan-Hung Chen Ece Gumusel Masooda Bashir AI4MH 0 0 0 18 Sep 2025
Mind the Gap: Aligning Knowledge Bases with User Needs to Enhance Mental Health Retrieval Amanda Chan James Jiayu Liu He Kai Onno P. Kampman AI4MH 36 0 0 17 Sep 2025
"She's Like a Person but Better": Characterizing Companion-Assistant Dynamics in Human-AI Relationships Aikaterina Manoli Janet V. T. Pauketat A. Ladak Hayoun Noh Angel Hsing-Chi Hwang Jacy Reese Anthis AI4MH 37 0 0 16 Sep 2025
FedMentor: Domain-Aware Differential Privacy for Heterogeneous Federated LLMs in Mental Health Nobin Sarwar Shubhashis Roy Dipta AI4MH 76 0 0 16 Sep 2025
Performance of Large Language Models in Answering Critical Care Medicine Questions Mahmoud Alwakeel Aditya Nagori A. I. Wong Neal Chaisson Vijay Krishnamoorthy Rishikesan Kamaleswaran ELM LM&MA AI4MH 0 0 0 16 Sep 2025
Can LLMs Address Mental Health Questions? A Comparison with Human Therapists Synthia Wang Yuwei Cheng Austin Song Sarah Keedy Marc Berman Nick Feamster AI4MH LM&MA 45 0 0 15 Sep 2025
Advancing Medical Artificial Intelligence Using a Century of Cases Thomas A. Buckley Riccardo Conci Peter G. Brodeur Jason Gusdorf Sourik Beltrán ... Zahir Kanjee Raja-Elie Abdulnour Jacob M. Koshy Adam Rodman Arjun K. Manrai AI4MH ELM 4 0 0 15 Sep 2025
EthicsMH: A Pilot Benchmark for Ethical Reasoning in Mental Health AI Sai Kartheek Reddy Kasu AI4MH 36 0 0 15 Sep 2025
Detecting and Preventing Harmful Behaviors in AI Companions: Development and Evaluation of the SHIELD Supervisory System Ziv Ben-Zion Paul Raffelhüschen Max Zettl Antonia Lüönd Achim Burrer Philipp Homan Tobias R Spiller AI4MH 37 0 0 08 Sep 2025
HealthSLM-Bench: Benchmarking Small Language Models for Mobile and Wearable Healthcare Monitoring Xin Wang Ting Dang X. Zhang V. Kostakos Michael J. Witbrock Hong Jia LM&MA AI4MH 117 0 0 08 Sep 2025

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