Formal Specification for Deep Neural Networks

Author:

Seshia Sanjit A.,Desai Ankush,Dreossi Tommaso,Fremont Daniel J.,Ghosh Shromona,Kim Edward,Shivakumar Sumukh,Vazquez-Chanlatte Marcell,Yue Xiangyu

Publisher

Springer International Publishing

Reference59 articles.

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3. Alipanahi, B., Delong, A., Weirauch, M.T., Frey, B.J.: Predicting the sequence specificities of DNA-and RNA-binding proteins by deep learning. Nat. Biotechnol. 33, 831–838 (2015)

4. Amodei, D., Olah, C., Steinhardt, J., Christiano, P.F., Schulman, J., Mané, D.: Concrete problems in AI safety. ArXiV e-prints abs/1606.06565 (2016)

5. Bastani, O., Ioannou, Y., Lampropoulos, L., Vytiniotis, D., Nori, A., Criminisi, A.: Measuring neural net robustness with constraints. In: Lee, D.D., Sugiyama, M., Luxburg, U.V., Guyon, I., Garnett, R. (eds.) Advances in Neural Information Processing Systems (NIPS), vol. 29, pp. 2613–2621. MIT Press, Cambridge (2016)

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