Call for Papers
We invite participants from all disciplines related to the formal verification of machine learning-based systems, including but not limited to machine learning, computer-aided verification, programming languages, robotics and control, cyber security, and optimization. We invite submissions on any aspect of the formal verification of machine learning systems, including but not limited to:
Formal verification methods for machine learning models, such as neural networks (NNs), tree-based models, Gaussian process, and nonparametric models;
Algorithms for verifying novel or unconventional specifications, especially those that arise in new applications of verified machine learning;
Scaling formal verification algorithms for machine learning;
Novel training procedures that produce high-assurance models amenable to formal verification;
New applications for formal verification in fields such as robotics, control, aeronautics, computer security, and computer systems;
Surveys on the trade-offs between verifiable guarantees, model performance, and model applicability;
Design of representative and generic benchmarks and datasets for machine learning verification;
Development of user-friendly verification toolkits for machine learning practitioners.
Reviewing will be performed in double-blind, with criteria including:
Quality of the methodology and experiments
Submission Deadline: May 24, 2023 AoE on CMT
Submission Link: CMT.
Submission Format: Submitted papers are recommended to have at most 4 pages with unlimited bibliography and appendix, using the WFVML 2023 LaTeX style files. While the page limit is not hard, a concise presentation can greatly improve readability. Submissions must be anonymous following ICML requirements and ethics standards. Accepted papers will be hosted on this workshop website but are considered non-archival and can be submitted to other workshops, conferences, or journals, subject to their submission policies.
Dual submission policy: We allow dual submission with other workshops and conferences as well submissions with large overlap to your recently published papers. In these cases, we particularly encourage the submission of a more concise version.
Author Notification: June 19, 2023
Camera Ready: June 23, 2023 AoE on CMT
Best Paper Award🏆: To encourage high-quality submissions, we plan to offer a best paper award (details TBA).
Contact: For technical problems regarding submission, please contact Leslie Rice.