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407 Publications
2021 | Published | Conference Paper | IST-REx-ID: 10666 | 
Lechner, Mathias, Adversarial training is not ready for robot learning. 2021 IEEE International Conference on Robotics and Automation. 2021
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| arXiv
2021 | Published | Conference Paper | IST-REx-ID: 10665 |
Henzinger TA, Lechner M, Zikelic D. Scalable verification of quantized neural networks. In: Proceedings of the AAAI Conference on Artificial Intelligence. Vol 35. AAAI Press; 2021:3787-3795.
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| arXiv
2021 | Published | Conference Paper | IST-REx-ID: 10667 |
Lechner M, Žikelić Ð, Chatterjee K, Henzinger TA. Infinite time horizon safety of Bayesian neural networks. In: 35th Conference on Neural Information Processing Systems. ; 2021. doi:10.48550/arXiv.2111.03165
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2021 | Published | Conference Paper | IST-REx-ID: 9200 |
Garcia Soto, Miriam, Synthesis of hybrid automata with affine dynamics from time-series data. HSCC '21: Proceedings of the 24th International Conference on Hybrid Systems: Computation and Control. 2021
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| arXiv
2021 | Published | Conference Paper | IST-REx-ID: 10206 |
Lukina A, Schilling C, Henzinger TA. Into the unknown: active monitoring of neural networks. In: 21st International Conference on Runtime Verification. Vol 12974. Cham: Springer Nature; 2021:42-61. doi:10.1007/978-3-030-88494-9_3
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| arXiv
2021 | Published | Technical Report | IST-REx-ID: 9946 |
Mühlböck F, Henzinger TA. Differential Monitoring. IST Austria; 2021. doi:10.15479/AT:ISTA:9946
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2021 | Submitted | Preprint | IST-REx-ID: 9281 |
Dubach G, Mühlböck F. Formal verification of Zagier’s one-sentence proof. arXiv. doi:10.48550/arXiv.2103.11389
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2021 | Published | Journal Article | IST-REx-ID: 10674 |
Aghajohari M, Avni G, Henzinger TA. Determinacy in discrete-bidding infinite-duration games. Logical Methods in Computer Science. 2021;17(1):10:1-10:23. doi:10.23638/LMCS-17(1:10)2021
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| arXiv
2021 | Published | Journal Article | IST-REx-ID: 9239 |
Avni G, Henzinger TA, Žikelić Đ. Bidding mechanisms in graph games. Journal of Computer and System Sciences. 2021;119(8):133-144. doi:10.1016/j.jcss.2021.02.008
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2020 | Published | Journal Article | IST-REx-ID: 10861
Nickovic D, Lebeltel O, Maler O, Ferrere T, Ulus D. AMT 2.0: Qualitative and quantitative trace analysis with extended signal temporal logic. International Journal on Software Tools for Technology Transfer. 2020;22(6):741-758. doi:10.1007/s10009-020-00582-z
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2020 | Published | Conference Paper | IST-REx-ID: 9632 |
Singh, Sidak Pal, WoodFisher: Efficient second-order approximation for neural network compression. 33. 2020
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2020 | Published | Conference Paper | IST-REx-ID: 10673 |
Hasani R, Lechner M, Amini A, Rus D, Grosu R. A natural lottery ticket winner: Reinforcement learning with ordinary neural circuits. In: Proceedings of the 37th International Conference on Machine Learning. PMLR. ; 2020:4082-4093.
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2020 | Published | Conference Paper | IST-REx-ID: 10672 |
Lechner M. Learning representations for binary-classification without backpropagation. In: 8th International Conference on Learning Representations. ICLR; 2020.
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2020 | Published | Conference Paper | IST-REx-ID: 8623 |
Henzinger TA, Sarac NE. Monitorability under assumptions. In: Runtime Verification. Vol 12399. Springer Nature; 2020:3-18. doi:10.1007/978-3-030-60508-7_1
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2020 | Published | Conference Paper | IST-REx-ID: 9103 |
Gruenbacher S, Cyranka J, Lechner M, Islam MA, Smolka SA, Grosu R. Lagrangian reachtubes: The next generation. In: Proceedings of the 59th IEEE Conference on Decision and Control. Vol 2020. IEEE; 2020:1556-1563. doi:10.1109/CDC42340.2020.9304042
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2020 | Published | Conference Paper | IST-REx-ID: 9202 |
Garcia Soto M, Prabhakar P. Hybridization for stability verification of nonlinear switched systems. In: 2020 IEEE Real-Time Systems Symposium. IEEE; 2020:244-256. doi:10.1109/RTSS49844.2020.00031
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2020 | Published | Journal Article | IST-REx-ID: 8679
Lechner M, Hasani R, Amini A, Henzinger TA, Rus D, Grosu R. Neural circuit policies enabling auditable autonomy. Nature Machine Intelligence. 2020;2:642-652. doi:10.1038/s42256-020-00237-3
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2020 | Published | Conference Paper | IST-REx-ID: 8012 |
Kragl B, Enea C, Henzinger TA, Mutluergil SO, Qadeer S. Inductive sequentialization of asynchronous programs. In: Proceedings of the 41st ACM SIGPLAN Conference on Programming Language Design and Implementation. Association for Computing Machinery; 2020:227-242. doi:10.1145/3385412.3385980
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2020 | Published | Conference Paper | IST-REx-ID: 8195 |
Kragl B, Qadeer S, Henzinger TA. Refinement for structured concurrent programs. In: Computer Aided Verification. Vol 12224. Springer Nature; 2020:275-298. doi:10.1007/978-3-030-53288-8_14
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2020 | Published | Conference Paper | IST-REx-ID: 8194 |
Baranowski M, He S, Lechner M, Nguyen TS, Rakamarić Z. An SMT theory of fixed-point arithmetic. In: Automated Reasoning. Vol 12166. Springer Nature; 2020:13-31. doi:10.1007/978-3-030-51074-9_2
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