The workshop will invite participation through paper submissions and poster presentations in the area of multimodal representation learning in healthcare. The topic of the workshop is very relevant to the current discourse of investigation of CV, NLP, and ML in healthcare being the immediate impacts on society and the biggest challenges faced by the community. We list prospective topics (but are not limited to) with specific applications in the healthcare domain:

• Domain generalization and adaptation for multimodal models; especially new findings / insights that agree or disagree with previous findings in vision-only tasks 
• Adversarial robustness of multimodal systems 
• Calibration and uncertainty estimation for multimodal models 
• Detection and mitigation of fake and misleading images 
• Watermarking, fingerprinting, or other preventative approaches for misuse of generative models 
• Reliability from a human perspective, including investigations of bias, fairness, malicious use, users' perception of open-source multimodal systems
• Human-AI teaming for multimodal learning
• Ideas from human-computer interaction research that seek to improve reliability 
• New benchmarks, datasets, evaluation metrics for testing open-domain reliability of multimodal systems 
• Commentary and analysis of failure cases or negative results
• Out-of-Distribution detection for multimodal problems and for tasks beyond classification, detection, segmentation 
• Fairness, explanability, interpretability of multimodal reasoning models 
• Data-centric AI methods for cleaning, curating, and generating biomedical training data 

Our workshop invites 4-page papers that describe innovative ideas and developments. We will also accept ongoing work. The reviewing process will be double-blind. Authors will have an option to (1) opt into ICHI workshop proceedings or (2) a non-archival route that allows papers to be subsequently or concurrently submitted to other venues. Submissions and reviews will not be public. 

Important Dates:
♦ Submission Deadline:  
  March 31st, 2024, Anywhere on Earth (UTC-12) 
♦ Notification of Decision:  
  April 11, 2024, Anywhere on Earth (UTC-12) 
♦ Camera Ready Deadline:  
  April 21st, 2024, Anywhere on Earth (UTC-12) 
Submission Link:
♦ Submit your manuscript through EasyChair, and select Multimodal4Health Workshop.