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

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

Hasani R, Lechner M, Amini A, Rus D, Grosu R. 2021. Liquid time-constant networks. Proceedings of the AAAI Conference on Artificial Intelligence. AAAI: Association for the Advancement of Artificial Intelligence, Technical Tracks, vol. 35, 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. 2021. Causal navigation by continuous-time neural networks. 35th Conference on Neural Information Processing Systems. NeurIPS: Neural Information Processing Systems, Advances in Neural Information Processing Systems, .
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| arXiv
2021 | Published | Conference Paper | IST-REx-ID: 10688 |

Kragl B, Qadeer S. 2021. The Civl verifier. Proceedings of the 21st Conference on Formal Methods in Computer-Aided Design. FMCAD: Formal Methods in Computer-Aided Design, Conference Series, vol. 2, 143–152.
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2021 | Published | Journal Article | IST-REx-ID: 8912 |

Sarac NE, Altun ÖF, Atam KT, Karahoda S, Kaya K, Yenigün H. 2021. Boosting expensive synchronizing heuristics. Expert Systems with Applications. 167(4), 114203.
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2021 | Published | Conference Paper | IST-REx-ID: 10108 |

Mühlböck F, Henzinger TA. 2021. Differential monitoring. International Conference on Runtime Verification. RV: Runtime Verification, LNCS, vol. 12974, 231–243.
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2021 | Published | Conference Paper | IST-REx-ID: 10665 |

Henzinger TA, Lechner M, Zikelic D. 2021. Scalable verification of quantized neural networks. Proceedings of the AAAI Conference on Artificial Intelligence. AAAI: Association for the Advancement of Artificial Intelligence, Technical Tracks, vol. 35, 3787–3795.
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| arXiv
2021 | Published | Conference Paper | IST-REx-ID: 10667 |

Lechner M, Žikelić Ð, Chatterjee K, Henzinger TA. 2021. Infinite time horizon safety of Bayesian neural networks. 35th Conference on Neural Information Processing Systems. NeurIPS: Neural Information Processing Systems, Advances in Neural Information Processing Systems, .
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| arXiv
2021 | Published | Conference Paper | IST-REx-ID: 10206 |

Lukina A, Schilling C, Henzinger TA. 2021. Into the unknown: active monitoring of neural networks. 21st International Conference on Runtime Verification. RV: Runtime Verification, LNCS, vol. 12974, 42–61.
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| arXiv
2021 | Published | Technical Report | IST-REx-ID: 9946 |

Mühlböck F, Henzinger TA. 2021. Differential monitoring, IST Austria, 17p.
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2021 | Submitted | Preprint | IST-REx-ID: 9281 |

Dubach G, Mühlböck F. Formal verification of Zagier’s one-sentence proof. arXiv, 2103.11389.
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| arXiv
2021 | Published | Journal Article | IST-REx-ID: 10674 |

Aghajohari M, Avni G, Henzinger TA. 2021. Determinacy in discrete-bidding infinite-duration games. Logical Methods in Computer Science. 17(1), 10:1-10:23.
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| arXiv
2021 | Published | Conference Paper | IST-REx-ID: 10668 |

Babaiee Z, Hasani R, Lechner M, Rus D, Grosu R. 2021. On-off center-surround receptive fields for accurate and robust image classification. Proceedings of the 38th International Conference on Machine Learning. ML: Machine Learning, PMLR, vol. 139, 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. 2021. Adversarial training is not ready for robot learning. 2021 IEEE International Conference on Robotics and Automation. ICRA: International Conference on Robotics and AutomationICRA, 4140–4147.
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| arXiv
2021 | Published | Journal Article | IST-REx-ID: 9239 |

Avni G, Henzinger TA, Žikelić Đ. 2021. Bidding mechanisms in graph games. Journal of Computer and System Sciences. 119(8), 133–144.
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| arXiv
2021 | Published | Conference Paper | IST-REx-ID: 9200 |

Garcia Soto M, Henzinger TA, Schilling C. 2021. 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. HSCC: Hybrid Systems - Computation and Control, 2102.12734.
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| arXiv
2021 | Published | Conference Paper | IST-REx-ID: 9356 |

Henzinger TA, Sarac NE. 2021. Quantitative and approximate monitoring. Proceedings of the 36th Annual ACM/IEEE Symposium on Logic in Computer Science. LICS: Logic in Computer Science, 9470547.
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| arXiv
2020 | Published | Journal Article | IST-REx-ID: 10861
Nickovic D, Lebeltel O, Maler O, Ferrere T, Ulus D. 2020. AMT 2.0: Qualitative and quantitative trace analysis with extended signal temporal logic. International Journal on Software Tools for Technology Transfer. 22(6), 741–758.
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2020 | Published | Conference Paper | IST-REx-ID: 10673 |

Hasani R, Lechner M, Amini A, Rus D, Grosu R. 2020. A natural lottery ticket winner: Reinforcement learning with ordinary neural circuits. Proceedings of the 37th International Conference on Machine Learning. ML: Machine LearningPMLR, PMLR, , 4082–4093.
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2020 | Published | Conference Paper | IST-REx-ID: 10672 |

Lechner M. 2020. Learning representations for binary-classification without backpropagation. 8th International Conference on Learning Representations. ICLR: International Conference on Learning Representations.
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