Call for Papers

The IMLH workshop considers two types of submissions: (1) long papers up to 8 pages excluding references; (2) short papers (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 OpenReview submission system

Please use ICML 2023 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 2023 submission template but replace the existing icml2023.sty file with the new icml2023.sty (click to download). One page extension is allowed for your camera-ready version. Please submit your camera-ready version to OpenReview submission system by July 12th AoE.