posted by user: CodaspyWorkshop2 || 294 views || tracked by 2 users: [display]

Multimodal4Health 2024 : Multimodal4Health Workshop @ ICHI 2024


When Jun 3, 2024 - Jun 3, 2024
Where Orlando, FL
Submission Deadline Mar 31, 2024
Notification Due Apr 11, 2024
Final Version Due Apr 21, 2024
Categories    multimodal learning   biomedical data   human-computer interaction

Call For Papers

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. Only accepted papers will be made public and publish in ICHI workshop proceedings.

Related Resources

ACM ICAAI 2024   ACM--2024 The 8th International Conference on Advances in Artificial Intelligence (ICAAI 2024)
IEEE ICHI 2024   The Twelfth IEEE International Conference on Healthcare Informatics - Extended Submission Deadline
ACM HP3C 2024   ACM--2024 8th International Conference on High Performance Compilation, Computing and Communications (HP3C 2024)
Human-Centred XAI 2024   Enhancing AI Acceptability for Healthcare (IEEE ICHI Workshop)
SPECOM 2024   26th International Conference on Speech and Computer
ArtsIT 2024   13th EAI International Conference: Arts, Interactivity & Game Creation
MuC 2024   Mensch und Computer
NLPIR 2024   ACM--2024 8th International Conference on Natural Language Processing and Information Retrieval (NLPIR 2024)
NLPAI--EI 2024   2024 5th International Conference on Natural Language Processing and Artificial Intelligence (NLPAI 2024)
XP2 2024   Experience 2.0 and Beyond – Engineering Cross Devices and Multiple Realities