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

• Novelty

• Relevance

• Soundness

• Societal impacts

Author Instructions

Submission Deadline: May 24, 2023 AoE on CMT

Submission Link: CLOSED.

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: July 3, 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.