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Osbert Bastani
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Measuring neural net robustness with constraints
O Bastani, Y Ioannou, L Lampropoulos, D Vytiniotis, A Nori, A Criminisi
Advances in neural information processing systems 29, 2016
4122016
Interpreting blackbox models via model extraction
O Bastani, C Kim, H Bastani
arXiv preprint arXiv:1705.08504, 2017
310*2017
Verifiable reinforcement learning via policy extraction
O Bastani, Y Pu, A Solar-Lezama
Advances in Neural Information Processing Systems, 2018
2432018
Synthesizing program input grammars
O Bastani, R Sharma, A Aiken, P Liang
ACM SIGPLAN Notices 52 (6), 95-110, 2017
1722017
" How do I fool you?" Manipulating User Trust via Misleading Black Box Explanations
H Lakkaraju, O Bastani
Proceedings of the AAAI/ACM Conference on AI, Ethics, and Society, 79-85, 2020
1552020
Program synthesis using conflict-driven learning
Y Feng, R Martins, O Bastani, I Dillig
ACM SIGPLAN Notices 53 (4), 420-435, 2018
1412018
An efficient homomorphic encryption protocol for multi-user systems
L Xiao, O Bastani, IL Yen
Cryptology ePrint Archive, 2012
902012
Automatically learning android malware signatures from few samples
Y Feng, O Bastani, R Martins, I Dillig, S Anand
Proceedings of the 2017 Annual Network and Distributed System Security …, 2017
89*2017
A composable specification language for reinforcement learning tasks
K Jothimurugan, R Alur, O Bastani
Advances in Neural Information Processing Systems 32, 2019
602019
Robust and stable black box explanations
H Lakkaraju, N Arsov, O Bastani
International Conference on Machine Learning, 5628-5638, 2020
552020
Robust model predictive shielding for safe reinforcement learning with stochastic dynamics
S Li, O Bastani
2020 IEEE International Conference on Robotics and Automation (ICRA), 7166-7172, 2020
542020
Specification inference using context-free language reachability
O Bastani, S Anand, A Aiken
Proceedings of the 42nd Annual ACM SIGPLAN-SIGACT Symposium on Principles of …, 2015
542015
Probabilistic verification of fairness properties via concentration
O Bastani, X Zhang, A Solar-Lezama
Proceedings of the ACM on Programming Languages 3 (OOPSLA), 1-27, 2019
532019
Minimizing GUI event traces
L Clapp, O Bastani, S Anand, A Aiken
Proceedings of the 2016 24th ACM SIGSOFT International Symposium on …, 2016
472016
Algorithms for fairness in sequential decision making
M Wen, O Bastani, U Topcu
International Conference on Artificial Intelligence and Statistics, 1144-1152, 2021
45*2021
Safe Reinforcement Learning with Nonlinear Dynamics via Model Predictive Shielding
O Bastani
American Control Conference (ACC), 2021
39*2021
PAC confidence sets for deep neural networks via calibrated prediction
S Park, O Bastani, N Matni, I Lee
arXiv preprint arXiv:2001.00106, 2019
352019
Conservative offline distributional reinforcement learning
Y Ma, D Jayaraman, O Bastani
Advances in Neural Information Processing Systems 34, 19235-19247, 2021
332021
Interactively verifying absence of explicit information flows in Android apps
O Bastani, S Anand, A Aiken
ACM SIGPLAN Notices 50 (10), 299-315, 2015
322015
Calibrated prediction with covariate shift via unsupervised domain adaptation
S Park, O Bastani, J Weimer, I Lee
International Conference on Artificial Intelligence and Statistics, 3219-3229, 2020
302020
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