Henzinger, Thomas A, Nicolas Adrien Mazzocchi, and Naci E Sarac. “Abstract Monitors for Quantitative Specifications.”https://doi.org/10.1007/978-3-031-17196-3_11__In 22nd International Conference on Runtime Verification, 13498:200–220. Springer Nature, 2022.https://doi.org/10.1007/978-3-031-17196-3_11 .
LibreCat: https://research-explorer.ista.ac.at/record/11775
DOI: 10.1007/978-3-031-17196-3_11
WoS: 000866539700011

Hasani, Ramin, Mathias Lechner, Alexander Amini, Lucas Liebenwein, Aaron Ray, Max Tschaikowski, Gerald Teschl, and Daniela Rus. “Closed-Form Continuous-Time Neural Networks.”https://doi.org/10.1038/s42256-022-00556-7__Nature Machine Intelligence. Springer Nature, 2022.https://doi.org/10.1038/s42256-022-00556-7 .
LibreCat: https://research-explorer.ista.ac.at/record/12147
DOI: 10.1038/s42256-022-00556-7
WoS: 000884215600003
arXiv: 2106.13898

Lechner, Mathias. “Learning Verifiable Representations.”https://doi.org/10.15479/at:ista:11362__Institute of Science and Technology Austria, 2022.https://doi.org/10.15479/at:ista:11362 .
LibreCat: https://research-explorer.ista.ac.at/record/11362
DOI: 10.15479/at:ista:11362

Doveri, Kyveli, Pierre Ganty, and Nicolas Adrien Mazzocchi. “FORQ-Based Language Inclusion Formal Testing.”https://doi.org/10.1007/978-3-031-13188-2_6__In Computer Aided Verification, 13372:109–29. Springer Nature, 2022.https://doi.org/10.1007/978-3-031-13188-2_6 .
LibreCat: https://research-explorer.ista.ac.at/record/12302
DOI: 10.1007/978-3-031-13188-2_6
WoS: 000870310500006
arXiv: 2207.13549

Bose, Sougata, Thomas A Henzinger, Karoliina Lehtinen, Sven Schewe, and Patrick Totzke. “History-Deterministic Timed Automata Are Not Determinizable.”https://doi.org/10.1007/978-3-031-19135-0_5__In 16th International Conference on Reachability Problems, 13608:67–76. Springer Nature, 2022.https://doi.org/10.1007/978-3-031-19135-0_5 .
LibreCat: https://research-explorer.ista.ac.at/record/12175
DOI: 10.1007/978-3-031-19135-0_5

Gruenbacher, Sophie A., Mathias Lechner, Ramin Hasani, Daniela Rus, Thomas A Henzinger, Scott A. Smolka, and Radu Grosu. “GoTube: Scalable Statistical Verification of Continuous-Depth Models.”https://doi.org/10.1609/aaai.v36i6.20631__Proceedings of the AAAI Conference on Artificial Intelligence. Association for the Advancement of Artificial Intelligence, 2022.https://doi.org/10.1609/aaai.v36i6.20631 .
LibreCat: https://research-explorer.ista.ac.at/record/12510
DOI: 10.1609/aaai.v36i6.20631
arXiv: 2107.08467

Lechner, Mathias, Dorde Zikelic, Krishnendu Chatterjee, and Thomas A Henzinger. “Stability Verification in Stochastic Control Systems via Neural Network Supermartingales.”https://doi.org/10.1609/aaai.v36i7.20695__Proceedings of the AAAI Conference on Artificial Intelligence. Association for the Advancement of Artificial Intelligence, 2022.https://doi.org/10.1609/aaai.v36i7.20695 .
LibreCat: https://research-explorer.ista.ac.at/record/12511
DOI: 10.1609/aaai.v36i7.20695
arXiv: 2112.09495

Zikelic, Dorde, Mathias Lechner, Krishnendu Chatterjee, and Thomas A Henzinger. “Learning Stabilizing Policies in Stochastic Control Systems.”https://doi.org/10.48550/arXiv.2205.11991__ArXiv, n.d.https://doi.org/10.48550/arXiv.2205.11991 .
LibreCat: https://research-explorer.ista.ac.at/record/14601
DOI: 10.48550/arXiv.2205.11991
arXiv: 2205.11991

Zikelic, Dorde, Mathias Lechner, Thomas A Henzinger, and Krishnendu Chatterjee. “Learning Control Policies for Stochastic Systems with Reach-Avoid Guarantees.”https://doi.org/10.48550/ARXIV.2210.05308__ArXiv, n.d.https://doi.org/10.48550/ARXIV.2210.05308 .
LibreCat: https://research-explorer.ista.ac.at/record/14600
DOI: 10.48550/ARXIV.2210.05308
arXiv: 2210.05308

Mühlböck, Fabian, and Ross Tate. “Transitioning from Structural to Nominal Code with Efficient Gradual Typing.”https://doi.org/10.1145/3485504__Proceedings of the ACM on Programming Languages. Association for Computing Machinery, 2021.https://doi.org/10.1145/3485504 .
LibreCat: https://research-explorer.ista.ac.at/record/10153
DOI: 10.1145/3485504

Grunbacher, Sophie, Ramin Hasani, Mathias Lechner, Jacek Cyranka, Scott A Smolka, and Radu Grosu. “On the Verification of Neural ODEs with Stochastic Guarantees.” In Proceedings of the AAAI Conference on Artificial Intelligence, 35:11525–35. AAAI Press, 2021.
LibreCat: https://research-explorer.ista.ac.at/record/10669
arXiv: 2012.08863

Hasani, Ramin, Mathias Lechner, Alexander Amini, Daniela Rus, and Radu Grosu. “Liquid Time-Constant Networks.” In Proceedings of the AAAI Conference on Artificial Intelligence, 35:7657–66. AAAI Press, 2021.
LibreCat: https://research-explorer.ista.ac.at/record/10671
arXiv: 2006.04439

Babaiee, Zahra, Ramin Hasani, Mathias Lechner, Daniela Rus, and Radu Grosu. “On-off Center-Surround Receptive Fields for Accurate and Robust Image Classification.” In Proceedings of the 38th International Conference on Machine Learning, 139:478–89. ML Research Press, 2021.
LibreCat: https://research-explorer.ista.ac.at/record/10668

Vorbach, Charles J, Ramin Hasani, Alexander Amini, Mathias Lechner, and Daniela Rus. “Causal Navigation by Continuous-Time Neural Networks.” In 35th Conference on Neural Information Processing Systems, 2021.
LibreCat: https://research-explorer.ista.ac.at/record/10670
arXiv: 2106.08314

Kragl, Bernhard, and Shaz Qadeer. “The Civl Verifier.”https://doi.org/10.34727/2021/isbn.978-3-85448-046-4_23__In Proceedings of the 21st Conference on Formal Methods in Computer-Aided Design, edited by Piskac Ruzica and Michael W. Whalen, 2:143–152. TU Wien Academic Press, 2021.https://doi.org/10.34727/2021/isbn.978-3-85448-046-4_23 .
LibreCat: https://research-explorer.ista.ac.at/record/10688
DOI: 10.34727/2021/isbn.978-3-85448-046-4_23

Dubach, Guillaume, and Fabian Mühlböck. “Formal Verification of Zagier’s One-Sentence Proof.”https://doi.org/10.48550/arXiv.2103.11389__ArXiv, n.d.https://doi.org/10.48550/arXiv.2103.11389 .
LibreCat: https://research-explorer.ista.ac.at/record/9281
DOI: 10.48550/arXiv.2103.11389
arXiv: 2103.11389

Henzinger, Thomas A, Mathias Lechner, and Dorde Zikelic. “Scalable Verification of Quantized Neural Networks.” In Proceedings of the AAAI Conference on Artificial Intelligence, 35:3787–95. AAAI Press, 2021.
LibreCat: https://research-explorer.ista.ac.at/record/10665
arXiv: 2012.08185

Lechner, Mathias, Ðore dikeli, Krishnendu Chatterjee, and Thomas A Henzinger. “Infinite Time Horizon Safety of Bayesian Neural Networks.”https://doi.org/10.48550/arXiv.2111.03165__In 35th Conference on Neural Information Processing Systems, 2021.https://doi.org/10.48550/arXiv.2111.03165 .
LibreCat: https://research-explorer.ista.ac.at/record/10667
DOI: 10.48550/arXiv.2111.03165
arXiv: 2111.03165

Sarac, Naci E, Ömer Faruk Altun, Kamil Tolga Atam, Sertac Karahoda, Kamer Kaya, and Hüsnü Yenigün. “Boosting Expensive Synchronizing Heuristics.”https://doi.org/10.1016/j.eswa.2020.114203__Expert Systems with Applications. Elsevier, 2021.https://doi.org/10.1016/j.eswa.2020.114203 .
LibreCat: https://research-explorer.ista.ac.at/record/8912
DOI: 10.1016/j.eswa.2020.114203
WoS: 000640531100038

Garcia Soto, Miriam, Thomas A Henzinger, and Christian Schilling. “Synthesis of Hybrid Automata with Affine Dynamics from Time-Series Data.”https://doi.org/10.1145/3447928.3456704__In HSCC ’21: Proceedings of the 24th International Conference on Hybrid Systems: Computation and Control, 2102.12734. Association for Computing Machinery, 2021.https://doi.org/10.1145/3447928.3456704 .
LibreCat: https://research-explorer.ista.ac.at/record/9200
DOI: 10.1145/3447928.3456704
WoS: 000932821700028
arXiv: 2102.12734

Avni, Guy, Thomas A Henzinger, and ore dikeli. “Bidding Mechanisms in Graph Games.”https://doi.org/10.1016/j.jcss.2021.02.008__Journal of Computer and System Sciences. Elsevier, 2021.https://doi.org/10.1016/j.jcss.2021.02.008 .
LibreCat: https://research-explorer.ista.ac.at/record/9239
DOI: 10.1016/j.jcss.2021.02.008
WoS: 000634149800009
arXiv: 1905.03835

Henzinger, Thomas A, and Naci E Sarac. “Quantitative and Approximate Monitoring.”https://doi.org/10.1109/LICS52264.2021.9470547__In Proceedings of the 36th Annual ACM/IEEE Symposium on Logic in Computer Science. Institute of Electrical and Electronics Engineers, 2021.https://doi.org/10.1109/LICS52264.2021.9470547 .
LibreCat: https://research-explorer.ista.ac.at/record/9356
DOI: 10.1109/LICS52264.2021.9470547
WoS: 000947350400021
arXiv: 2105.08353

Petrov, Tatjana, Claudia Igler, Ali Sezgin, Thomas A Henzinger, and Calin C Guet. “Long Lived Transients in Gene Regulation.”https://doi.org/10.1016/j.tcs.2021.05.023__Theoretical Computer Science. Elsevier, 2021.https://doi.org/10.1016/j.tcs.2021.05.023 .
LibreCat: https://research-explorer.ista.ac.at/record/9647
DOI: 10.1016/j.tcs.2021.05.023
WoS: 000710180500002

Mühlböck, Fabian, and Thomas A Henzinger. “Differential Monitoring.”https://doi.org/10.1007/978-3-030-88494-9_12__In International Conference on Runtime Verification, 12974:231–43. Cham: Springer Nature, 2021.https://doi.org/10.1007/978-3-030-88494-9_12 .
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DOI: 10.1007/978-3-030-88494-9_12
WoS: 000719383800012

Mühlböck, Fabian, and Thomas A Henzinger. Differential Monitoring. IST Austria, 2021.https://doi.org/10.15479/AT:ISTA:9946 .
LibreCat: https://research-explorer.ista.ac.at/record/9946
DOI: 10.15479/AT:ISTA:9946

Sietzen, Stefan, Mathias Lechner, Judy Borowski, Ramin Hasani, and Manuela Waldner. “Interactive Analysis of CNN Robustness.”https://doi.org/10.1111/cgf.14418__Computer Graphics Forum. Wiley, 2021.https://doi.org/10.1111/cgf.14418 .
LibreCat: https://research-explorer.ista.ac.at/record/10404
DOI: 10.1111/cgf.14418
WoS: 000722952000024
arXiv: 2110.07667

Aghajohari, Milad, Guy Avni, and Thomas A Henzinger. “Determinacy in Discrete-Bidding Infinite-Duration Games.”https://doi.org/10.23638/LMCS-17(1:10)2021__Logical Methods in Computer Science. International Federation for Computational Logic, 2021.https://doi.org/10.23638/LMCS-17(1:10)2021 .
LibreCat: https://research-explorer.ista.ac.at/record/10674
DOI: 10.23638/LMCS-17(1:10)2021
WoS: 000658724600010
arXiv: 1905.03588

Lechner, Mathias, Ramin Hasani, Radu Grosu, Daniela Rus, and Thomas A Henzinger. “Adversarial Training Is Not Ready for Robot Learning.”https://doi.org/10.1109/ICRA48506.2021.9561036__In 2021 IEEE International Conference on Robotics and Automation, 4140–47. ICRA, 2021.https://doi.org/10.1109/ICRA48506.2021.9561036 .
LibreCat: https://research-explorer.ista.ac.at/record/10666
DOI: 10.1109/ICRA48506.2021.9561036
WoS: 000765738803040
arXiv: 2103.08187

Lukina, Anna, Christian Schilling, and Thomas A Henzinger. “Into the Unknown: Active Monitoring of Neural Networks.”https://doi.org/10.1007/978-3-030-88494-9_3__In 21st International Conference on Runtime Verification, 12974:42–61. Cham: Springer Nature, 2021.https://doi.org/10.1007/978-3-030-88494-9_3 .
LibreCat: https://research-explorer.ista.ac.at/record/10206
DOI: 10.1007/978-3-030-88494-9_3
WoS: 000719383800003
arXiv: 2009.06429

Hasani, Ramin, Mathias Lechner, Alexander Amini, Daniela Rus, and Radu Grosu. “A Natural Lottery Ticket Winner: Reinforcement Learning with Ordinary Neural Circuits.” In Proceedings of the 37th International Conference on Machine Learning, 4082–93. PMLR, 2020.
LibreCat: https://research-explorer.ista.ac.at/record/10673

Ferrere, Thomas, Thomas A Henzinger, and Bernhard Kragl. “Monitoring Event Frequencies.”https://doi.org/10.4230/LIPIcs.CSL.2020.20__In 28th EACSL Annual Conference on Computer Science Logic, Vol. 152. Schloss Dagstuhl - Leibniz-Zentrum für Informatik, 2020.https://doi.org/10.4230/LIPIcs.CSL.2020.20 .
LibreCat: https://research-explorer.ista.ac.at/record/7348
DOI: 10.4230/LIPIcs.CSL.2020.20
arXiv: 1910.06097

Althoff, Matthias, Stanley Bak, Zongnan Bao, Marcelo Forets, Goran Frehse, Daniel Freire, Niklas Kochdumper, et al. “ARCH-COM Category Report: Continuous and Hybrid Systems with Linear Dynamics.”https://doi.org/10.29007/7dt2__In EPiC Series in Computing, 74:16–48. EasyChair, 2020.https://doi.org/10.29007/7dt2 .
LibreCat: https://research-explorer.ista.ac.at/record/8572
DOI: 10.29007/7dt2

Geretti, Luca, Julien Alexandre Dit Sandretto, Matthias Althoff, Luis Benet, Alexandre Chapoutot, Xin Chen, Pieter Collins, et al. “ARCH-COM Category Report: Continuous and Hybrid Systems with Nonlinear Dynamics.”https://doi.org/10.29007/zkf6__In EPiC Series in Computing, 74:49–75. EasyChair, 2020.https://doi.org/10.29007/zkf6 .
LibreCat: https://research-explorer.ista.ac.at/record/8571
DOI: 10.29007/zkf6

Chatterjee, Krishnendu, Thomas A Henzinger, and Jan Otop. “Multi-Dimensional Long-Run Average Problems for Vector Addition Systems with States.”https://doi.org/10.4230/LIPIcs.CONCUR.2020.23__In 31st International Conference on Concurrency Theory, Vol. 171. Schloss Dagstuhl - Leibniz-Zentrum für Informatik, 2020.https://doi.org/10.4230/LIPIcs.CONCUR.2020.23 .
LibreCat: https://research-explorer.ista.ac.at/record/8600
DOI: 10.4230/LIPIcs.CONCUR.2020.23
arXiv: 2007.08917

Avni, Guy, and Thomas A Henzinger. “A Survey of Bidding Games on Graphs.”https://doi.org/10.4230/LIPIcs.CONCUR.2020.2__In 31st International Conference on Concurrency Theory, Vol. 171. Schloss Dagstuhl - Leibniz-Zentrum für Informatik, 2020.https://doi.org/10.4230/LIPIcs.CONCUR.2020.2 .
LibreCat: https://research-explorer.ista.ac.at/record/8599
DOI: 10.4230/LIPIcs.CONCUR.2020.2

Alamdari, Par Alizadeh, Guy Avni, Thomas A Henzinger, and Anna Lukina. “Formal Methods with a Touch of Magic.”https://doi.org/10.34727/2020/isbn.978-3-85448-042-6_21__In Proceedings of the 20th Conference on Formal Methods in Computer-Aided Design, 138–47. TU Wien Academic Press, 2020.https://doi.org/10.34727/2020/isbn.978-3-85448-042-6_21 .
LibreCat: https://research-explorer.ista.ac.at/record/9040
DOI: 10.34727/2020/isbn.978-3-85448-042-6_21

Singh, Sidak Pal, and Dan-Adrian Alistarh. “WoodFisher: Efficient Second-Order Approximation for Neural Network Compression.” In Advances in Neural Information Processing Systems, 33:18098–109. Curran Associates, 2020.
LibreCat: https://research-explorer.ista.ac.at/record/9632
arXiv: 2004.14340

Gruenbacher, Sophie, Jacek Cyranka, Mathias Lechner, Md Ariful Islam, Scott A. Smolka, and Radu Grosu. “Lagrangian Reachtubes: The next Generation.”https://doi.org/10.1109/CDC42340.2020.9304042__In Proceedings of the 59th IEEE Conference on Decision and Control, 2020:1556–63. IEEE, 2020.https://doi.org/10.1109/CDC42340.2020.9304042 .
LibreCat: https://research-explorer.ista.ac.at/record/9103
DOI: 10.1109/CDC42340.2020.9304042
arXiv: 2012.07458

Lechner, Mathias. “Learning Representations for Binary-Classification without Backpropagation.” In 8th International Conference on Learning Representations. ICLR, 2020.
LibreCat: https://research-explorer.ista.ac.at/record/10672

Giacobbe, Mirco, Thomas A Henzinger, and Mathias Lechner. “How Many Bits Does It Take to Quantize Your Neural Network?”https://doi.org/10.1007/978-3-030-45237-7_5__In International Conference on Tools and Algorithms for the Construction and Analysis of Systems, 12079:79–97. Springer Nature, 2020.https://doi.org/10.1007/978-3-030-45237-7_5 .
LibreCat: https://research-explorer.ista.ac.at/record/7808
DOI: 10.1007/978-3-030-45237-7_5

Avni, Guy, Thomas A Henzinger, and Orna Kupferman. “Dynamic Resource Allocation Games.”https://doi.org/10.1016/j.tcs.2019.06.031__Theoretical Computer Science. Elsevier, 2020.https://doi.org/10.1016/j.tcs.2019.06.031 .
LibreCat: https://research-explorer.ista.ac.at/record/6761
DOI: 10.1016/j.tcs.2019.06.031
WoS: 000512219400004

Henzinger, Thomas A, Anna Lukina, and Christian Schilling. “Outside the Box: Abstraction-Based Monitoring of Neural Networks.”https://doi.org/10.3233/FAIA200375__In 24th European Conference on Artificial Intelligence, 325:2433–40. IOS Press, 2020.https://doi.org/10.3233/FAIA200375 .
LibreCat: https://research-explorer.ista.ac.at/record/7505
DOI: 10.3233/FAIA200375
WoS: 000650971303002
arXiv: 1911.09032

Baranowski, Marek, Shaobo He, Mathias Lechner, Thanh Son Nguyen, and Zvonimir Rakamari. “An SMT Theory of Fixed-Point Arithmetic.”https://doi.org/10.1007/978-3-030-51074-9_2__In Automated Reasoning, 12166:13–31. Springer Nature, 2020.https://doi.org/10.1007/978-3-030-51074-9_2 .
LibreCat: https://research-explorer.ista.ac.at/record/8194
DOI: 10.1007/978-3-030-51074-9_2
WoS: 000884318000002

Lechner, Mathias, Ramin Hasani, Alexander Amini, Thomas A Henzinger, Daniela Rus, and Radu Grosu. “Neural Circuit Policies Enabling Auditable Autonomy.”https://doi.org/10.1038/s42256-020-00237-3__Nature Machine Intelligence. Springer Nature, 2020.https://doi.org/10.1038/s42256-020-00237-3 .
LibreCat: https://research-explorer.ista.ac.at/record/8679
DOI: 10.1038/s42256-020-00237-3
WoS: 000583337200011

Lechner, Mathias, Ramin Hasani, Daniela Rus, and Radu Grosu. “Gershgorin Loss Stabilizes the Recurrent Neural Network Compartment of an End-to-End Robot Learning Scheme.”https://doi.org/10.1109/ICRA40945.2020.9196608__In Proceedings - IEEE International Conference on Robotics and Automation, 5446–52. IEEE, 2020.https://doi.org/10.1109/ICRA40945.2020.9196608 .
LibreCat: https://research-explorer.ista.ac.at/record/8704
DOI: 10.1109/ICRA40945.2020.9196608
WoS: 000712319503110

Forets, Marcelo, Daniel Freire, and Christian Schilling. “Efficient Reachability Analysis of Parametric Linear Hybrid Systems with  Time-Triggered Transitions.”https://doi.org/10.1109/MEMOCODE51338.2020.9314994__In 18th ACM-IEEE International Conference on Formal Methods and Models for System Design. IEEE, 2020.https://doi.org/10.1109/MEMOCODE51338.2020.9314994 .
LibreCat: https://research-explorer.ista.ac.at/record/8750
DOI: 10.1109/MEMOCODE51338.2020.9314994
WoS: 000661920400013
arXiv: 2006.12325

Bogomolov, Sergiy, Marcelo Forets, Goran Frehse, Kostiantyn Potomkin, and Christian Schilling. “Reachability Analysis of Linear Hybrid Systems via Block Decomposition.” In Proceedings of the International Conference on Embedded Software, 2020.
LibreCat: https://research-explorer.ista.ac.at/record/8287
arXiv: 1905.02458

Bogomolov, Sergiy, Marcelo Forets, Goran Frehse, Kostiantyn Potomkin, and Christian Schilling. “Reachability Analysis of Linear Hybrid Systems via Block Decomposition.”https://doi.org/10.1109/TCAD.2020.3012859__IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems. IEEE, 2020.https://doi.org/10.1109/TCAD.2020.3012859 .
LibreCat: https://research-explorer.ista.ac.at/record/8790
DOI: 10.1109/TCAD.2020.3012859
WoS: 000587712700072
arXiv: 1905.02458

Avni, Guy, Rasmus Ibsen-Jensen, and Josef Tkadlec. “All-Pay Bidding Games on Graphs.”https://doi.org/10.1609/aaai.v34i02.5546__Proceedings of the AAAI Conference on Artificial Intelligence. Association for the Advancement of Artificial Intelligence, 2020.https://doi.org/10.1609/aaai.v34i02.5546 .
LibreCat: https://research-explorer.ista.ac.at/record/9197
DOI: 10.1609/aaai.v34i02.5546
arXiv: 1911.08360

Henzinger, Thomas A, and Naci E Sarac. “Monitorability under Assumptions.”https://doi.org/10.1007/978-3-030-60508-7_1__In Runtime Verification, 12399:3–18. Springer Nature, 2020.https://doi.org/10.1007/978-3-030-60508-7_1 .
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DOI: 10.1007/978-3-030-60508-7_1
WoS: 000728160600001