Call for Papers
The workshop considers two types of submissions: (1) long papers up to 8 pages excluding references; (2) extended abstracts up to 4 pages excluding references. We invite both types of submissions for oral and poster presentations during the workshop. We encourage submissions from any area of healthcare and explainable AI (if an application to medical data is foreseeable). Topics include (but are not limited to):
Definition of interpretability in healthcare
Identification of out-of-distribution/failure prediction
Uncertainty quantification for medical decision making
Designing quantification and measurement of interpretability in healthcare
Robustness and generalization of Medical ML systems
Graph reasoning in healthcare
Developing interpretable ML methods aligned with clinical reasoning
Embedding medical knowledge in ML systems
Application of interpretation methods to disease understanding
Auditing and debugging algorithms for diagnosis system
Visualization of explanation for model prediction
Personalized vs. population-level interpretation methods
Submitted work can be of preliminary nature and we also invite perspectives and position papers to generate discussions about recent trends and major challenges.
Acceptance and selection of orals and posters will be based on the fit to the workshop and decisions will be made by the program and organization committee. Accepted papers and abstracts together with author information will be made available on this website with an option to opt-out.
Submission Instructions
Submission using CMT submission system
Please use ICML 2022 submission template
Format
Authors should submit a PDF version that needs to be ANONYMOUS. The paper should contain a brief description of the work including context, methodology, and results.
Submitting a paper to the workshop means that if the paper is accepted at least one author commits to presenting it at the workshop.
The workshop is non-archival. Please note that we do allow the submission of previously published work. However, when selecting papers for oral presentation, preference is given to original works.
Camera-ready Guideline
Please follow ICML 2022 submission template but replace the existing icml2022.sty file with the new icml2022.sty (click to download). One page extension is allowed for your camera-ready version. Please submit your camera-ready version by July 12th AoE.