![]() ![]() Huawei International chief data and AI officer Ashley Fernandez said the toolkit highlighted racial bias in AI models based on publicly available data. Many used publicly available data to run tests during the toolkit’s pilot phase. Tech firms that used the toolkit said that it helped standardise how their AI models should be vetted, and spotted gaps in datasets. (Bringing in) their expertise will also promote the growth of new and better testing tools,” Minister for Communications and Information Josephine Teo said on Wednesday at the Asia Tech x Singapore conference, where she announced the toolkit and the set-up of the AI Verify Foundation. “We believe that system developers, solution providers and the research community can all use and contribute to AI Verify. These include security, accountability and being able to explain how it arrives at a decision – or explainability. ![]() 2–21.SINGAPORE – An artificial intelligence (AI) toolkit that lets firms check their AI systems for bias and potential leaks was made available to the public for free on Wednesday as an open-source platform after several months of pilot runs with tech companies.Īvailable on code-sharing platform GitHub and developed by the Infocomm Media Development Authority (IMDA), the AI Verify toolkit helps developers check that their algorithms and datasets used to train AI are in line with 11 internationally recognised principles. Welch, I., Stroud, R.: From Dalang to Kava - The Evolution of a Reflective Java Extension. ![]() (eds.) Reflection and Software Engineering. In: Cazzola, W., Stroud, R.J., Tisato, F. Tatsubori, M., Chiba, S., Killijian, M.-O., Itano, K.: OpenJava: A Class-based Macro System for Java. Tanter, E., Ségura-Devillechaise, M., Noyé, J., Piquer, J.: Altering Java Semantics via Bytecode Manipulation. on Aspect-Oriented Software Development (AOSD 2002), pp. Popovici, A., Gross, T., Alonso, G.: Dynamic Weaving for Aspect-Oriented Programming. Pawlak, R., Seinturier, L., Duchien, L., Florin, G.: JAC: A Flexible Solution for Aspect-Oriented Programming in Java. Masuhara, H., Yonezawa, A.: Design and Partial Evaluation of Meta-objects for a Concurrent Reflective Languages. of IEEE Workshop on Source Code Analysis and Manipulation (2001) Kniesel, G., Costanza, P., Austermann, M.: JMangler - A Framework for Load-Time Transformation of Java Class Files. ![]() Kiczales, G., Hilsdale, E., Hugunin, J., Kersten, M., Palm, J., Griswold, W.G.: An Overview of AspectJ. Kiczales, G., Lamping, J., Mendhekar, A., Maeda, C., Lopes, C., Loingtier, J., Irwin, J.: Aspect-Oriented Programming. Java Soft, Java TM Core Reflection API and Specification. In: Ishikawa, Y., Reynders, J.V.W., Tholburn, M. Ichisugi, Y., Roudier, Y.: Extensible Java Preprocessor Kit and Tiny Data Parallel Java. Gamma, E., Helm, R., Johnson, R., Vlissides, J.: Design Patterns. In: Goto, E., Nakajima, R., Yonezawa, A., Nakata, I., Furukawa, K. Techincal Report B-17-98, Institut für Informatik, Freie Universität Berlin (January 1999)įutamura, Y.: Partial Computation of Programs. Addison Wesley, Reading (2000)ĭahm, M.: Byte Code Engineering with the JavaClass API. Springer, Heidelberg (2000)Ĭzarnecki, K., Eisenecker, U.W.: Generative Programming. ACM, New York (1995)Ĭhiba, S.: Load-time structural reflection in Java. on Object- Oriented Programming Systems, Languages, and Applications. ACM, New York (1999)Ĭhiba, S.: A Metaobject Protocol for C++. of Symposium on Partial Evaluation and Semantics-Based Program Manipulation (PEPM 2000). Springer, Heidelberg (2002)īraux, M., Noyé, J.: Towards Partially Evaluating Reflection in Java. Back, G.: DataScript - A Specification and Scripting Languages for Binary Data. ![]()
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