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===================================================================== Call for Extended Abstracts LAFI 2024 Tenth Workshop on Languages for Inference at POPL 2024 January 14, 2024 https://urldefense.com/v3/__https://popl24.sigplan.org/home/lafi-2024__;!!IBzWLUs!Q8wTEbZngaj2koLZfnD3Eddwj3VOwFwdSn6CMy-aCGO1Ky8xe6EC0MD42uahc5aVo657W8gYgochWFnqIpyeAvEglvSGF8nF1AE$ Submission Deadline: October 27, 2023 ===================================================================== ** INVITED SPEAKER ** Hong Ge, Principal Investigator, Machine Learning Group, University of Cambridge ** SUBMISSION SUMMARY ** - Deadline: October 27, 2023 (AoE) - Submission page: https://urldefense.com/v3/__https://lafi24.hotcrp.com/__;!!IBzWLUs!Q8wTEbZngaj2koLZfnD3Eddwj3VOwFwdSn6CMy-aCGO1Ky8xe6EC0MD42uahc5aVo657W8gYgochWFnqIpyeAvEglvSG9mEbIbs$ - Format: extended abstract (2 pages + references + optional appendices) - Call for Extended Abstracts ** WORKSHOP GOALS ** LAFI aims to bring programming-language and machine-learning researchers together to advance all aspects of languages for inference. Topics include but are not limited to: - The design of programming languages for inference and/or differentiable programming; - Inference algorithms for probabilistic programming languages, including ones that incorporate automatic differentiation; - Automatic differentiation algorithms for differentiable programming languages; - Probabilistic generative modeling and inference; - Semantics (axiomatic, operational, denotational, games, etc) and types for inference and/or differentiable programming; - Formal verification and correctness for differentiable and probabilistic programs; - Applications of inference and/or differentiable programming. The workshop is informal, and our goal is to foster collaboration and establish a shared foundation for research on languages for inference. The proceedings will not be a formal or archival publication, and we expect to spend only a portion of the workshop day on traditional research talks. ** SUBMISSION GUIDELINES ** - Submission deadline on October 27, 2023 (AoE) - Submission link: https://urldefense.com/v3/__https://lafi24.hotcrp.com/__;!!IBzWLUs!Q8wTEbZngaj2koLZfnD3Eddwj3VOwFwdSn6CMy-aCGO1Ky8xe6EC0MD42uahc5aVo657W8gYgochWFnqIpyeAvEglvSG9mEbIbs$ - Any format is permitted, uploads must be in PDF. - Page limit: 2 pages of main content, unlimited number of references and appendices. Reviewers are not required or expected to read appendices. - Anonymity: submissions should be anonymized for peer review. - In line with the SIGPLAN Republication Policy, inclusion of extended abstracts in the program should not preclude later formal publication. ** REMOTE PARTICIPATION POLICY ** Coordination with the POPL conference is underway to enable remote participation. We strive to create an inclusive environment that does not demand traveling for presenters or participants.