ML4CMH 2024

Table of Contents

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• Knowledge-enhanced Memory Model for Emotional Support Conversation 1-11 PDF
  Renyu Li, Liqiang Jing, Dawei Fu, Mengzhao Jia, Qianglong Chen
• Learning to Generate Context-Sensitive Backchannel Smiles for Embodied AI Agents with Applications in Mental Health Dialogues 12-22 PDF
  Malihe Alikhani, Maneesh Bilalpur, Mert Inan, Dorsa Zeinali, Jeffrey F. Cohn
• A Pretrained Language Model for Mental Health Risk Detection (short paper) 23-28 PDF
  Marie-Jean Meurs, Diego Maupomé, Raouf Moncef Belbahar, Fanny Rancourt
• PMC: Paired Multi-Contrast MRI Dataset at 1.5T and 3T for Supervised Image2Image Translation (short paper) 29-34 PDF
  Kâmil Uludag, Fatemeh Bagheri (disambiguation)
• Dance of the Neurons: Unraveling Sex from Brain Signals (short paper) 35-40 PDF
  Mohammad-Javad Darvishi Bayazi, Jocelyn Faubert, Mohammad Sajjad Ghaemi, Irina Rish
• Mental Health Stigma across Diverse Genders in Generative Large Language Models - Abstract (abstract) 41-41 PDF
  Inna Wanyin Lin, Lucille Njoo, Lee Janzen-Morel, Yulia Tsvetkov
• ConversationMoC: Encoding Conversational Dynamics using Multiplex Network for Identifying Moment of Change in Mood and Mental Health Classification 42-56 PDF
  Tayyaba Azim, Loitongbam Gyanendro Singh, Elena Nichele, Santiago De Ossorno Garcia, Pinyi Lyu, Stuart E. Middleton
• A Privacy-preserving Unsupervised Speaker Disentanglement Method for Depression Detection from Speech (short paper) 57-63 PDF
  Jonathan Flint, Vijay Ravi, Abeer Alwan, Jinhan Wang
• Ordinal Scale Evaluation of Smiling Intensity using Comparison-Based Network 64-73 PDF
  Hirotada Ueda, Yuichi Nakamura 0001, Kazuaki Kondo, Kei Shimonishi
• Natural Language Explanations for Suicide Risk Classification Using Large Language Models 74-83 PDF
  Seng Jhing Goh, Van Minh Nguyen, Patrick J. Aragon, Thomas Mercer, Nasheen Nur, Siddhartha Bhattacharyya, William Stern, Chiradeep Sen
• Deploying AI Methods for Mental Health in Singapore: From Mental Wellness to Serious Mental Health Conditions 84-93 PDF
  Creighton Heaukulani, Robert J. T. Morris, Janice Huiqin Weng, Ye Sheng Phang, Jimmy Lee
• Investigating Bias in Affective State Detection Using Eye Biometrics (short paper) 94-100 PDF
  Bilal Taha, Yuxin Zhi, Dimitrios Hatzinakos
• Towards remote differential diagnosis of mental and neurological disorders using automatically extracted speech and facial features 101-111 PDF
  Vikram Ramanarayanan, Vanessa Richter, Michael Neumann
• Prediction of Relapse in Adolescent Depression using Fusion of Video and Speech Data (short paper) 112-117 PDF
  Peter Szatmari, Marco Battaglia, Christopher Lucasius, Mai Ali, John Strauss, Deepa Kundur
• Toward A Reinforcement-Learning-Based System for Adjusting Medication to Minimize Speech Disfluency 118-127 PDF
  Asad Khan (disambiguation), Jiacheng Chen (disambiguation), Michael Guerzhoy, Pavlos Constas, Kaison Cheung, Micol Altomare, Heraa Murqi, Michael Akzam, Vikram Rawal, Matthew Honorio Oliveira, Najma Sultani, Andreas Constas, Aditya Khan, Nimit Amikumar Bhanshali, Lauren Altomare, Vhea He, Carrie Chen, Youssef Rachad