CSAIL Technical Reports (July 1, 2003 - present): Recent submissions
Now showing items 16-18 of 776
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Gen: A General-Purpose Probabilistic Programming System with Programmable Inference
(2018-11-26)Probabilistic modeling and inference are central to many fields. A key challenge for wider adoption of probabilistic programming languages is designing systems that are both flexible and performant. This paper introduces ... -
Towards Understanding Generalization via Analytical Learning Theory
(2018-10-01)This paper introduces a novel measure-theoretic theory for machine learning that does not require statistical assumptions. Based on this theory, a new regularization method in deep learning is derived and shown to ... -
Using Dynamic Monitoring to Synthesize Models of Applications That Access Databases
(2018-09-27)We previously developed Konure, a tool that uses active learning to infer the functionality of database applications. An alternative approach is to observe the inputs, outputs, and database traffic from a running ...
