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415 Publications
2021 | Published | Journal Article | IST-REx-ID: 9647 |

Petrov T, Igler C, Sezgin A, Henzinger TA, Guet CC. Long lived transients in gene regulation. Theoretical Computer Science. 2021;893:1-16. doi:10.1016/j.tcs.2021.05.023
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2021 | Published | Conference Paper | IST-REx-ID: 10671 |

Hasani R, Lechner M, Amini A, Rus D, Grosu R. Liquid time-constant networks. In: Proceedings of the AAAI Conference on Artificial Intelligence. Vol 35. AAAI Press; 2021:7657-7666.
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| arXiv
2021 | Published | Conference Paper | IST-REx-ID: 10670 |

Vorbach CJ, Hasani R, Amini A, Lechner M, Rus D. Causal navigation by continuous-time neural networks. In: 35th Conference on Neural Information Processing Systems. ; 2021.
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| arXiv
2021 | Published | Conference Paper | IST-REx-ID: 10688 |

Kragl B, Qadeer S. The Civl verifier. In: Ruzica P, Whalen MW, eds. Proceedings of the 21st Conference on Formal Methods in Computer-Aided Design. Vol 2. TU Wien Academic Press; 2021:143–152. doi:10.34727/2021/isbn.978-3-85448-046-4_23
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2021 | Published | Journal Article | IST-REx-ID: 8912 |

Sarac NE, Altun ÖF, Atam KT, Karahoda S, Kaya K, Yenigün H. Boosting expensive synchronizing heuristics. Expert Systems with Applications. 2021;167(4). doi:10.1016/j.eswa.2020.114203
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2021 | Published | Conference Paper | IST-REx-ID: 10108 |

Mühlböck F, Henzinger TA. Differential monitoring. In: International Conference on Runtime Verification. Vol 12974. Cham: Springer Nature; 2021:231-243. doi:10.1007/978-3-030-88494-9_12
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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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| 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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| arXiv
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 | Conference Paper | IST-REx-ID: 10668 |

Babaiee Z, Hasani R, Lechner M, Rus D, Grosu R. On-off center-surround receptive fields for accurate and robust image classification. In: Proceedings of the 38th International Conference on Machine Learning. Vol 139. ML Research Press; 2021:478-489.
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| arXiv
2021 | Published | Conference Paper | IST-REx-ID: 10666 |

Lechner M, Hasani R, Grosu R, Rus D, Henzinger TA. Adversarial training is not ready for robot learning. In: 2021 IEEE International Conference on Robotics and Automation. ICRA. ; 2021:4140-4147. doi:10.1109/ICRA48506.2021.9561036
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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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| arXiv
2021 | Published | Conference Paper | IST-REx-ID: 9200 |

Garcia Soto M, Henzinger TA, Schilling C. Synthesis of hybrid automata with affine dynamics from time-series data. In: HSCC ’21: Proceedings of the 24th International Conference on Hybrid Systems: Computation and Control. Association for Computing Machinery; 2021:2102.12734. doi:10.1145/3447928.3456704
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| arXiv
2021 | Published | Conference Paper | IST-REx-ID: 9356 |

Henzinger TA, Sarac NE. Quantitative and approximate monitoring. In: Proceedings of the 36th Annual ACM/IEEE Symposium on Logic in Computer Science. Institute of Electrical and Electronics Engineers; 2021. doi:10.1109/LICS52264.2021.9470547
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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: 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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