Causal navigation by continuous-time neural networks
C.J. Vorbach, R. Hasani, A. Amini, M. Lechner, D. Rus, in:, 35th Conference on Neural Information Processing Systems, 2021.
LibreCat: https://research-explorer.ista.ac.at/record/10670
arXiv: 2106.08314

The Civl verifier
B. Kragl, S. Qadeer, in:, P. Ruzica, M.W. Whalen (Eds.), Proceedings of the 21st Conference on Formal Methods in Computer-Aided Design, TU Wien Academic Press, 2021, pp. 143–152.
LibreCat: https://research-explorer.ista.ac.at/record/10688
DOI: 10.34727/2021/isbn.978-3-85448-046-4_23

Formal verification of Zagier's one-sentence proof
G. Dubach, F. Mühlböck, ArXiv (n.d.).
LibreCat: https://research-explorer.ista.ac.at/record/9281
DOI: 10.48550/arXiv.2103.11389
arXiv: 2103.11389

Scalable verification of quantized neural networks
T.A. Henzinger, M. Lechner, D. Zikelic, in:, Proceedings of the AAAI Conference on Artificial Intelligence, AAAI Press, 2021, pp. 3787–3795.
LibreCat: https://research-explorer.ista.ac.at/record/10665
arXiv: 2012.08185

Infinite time horizon safety of Bayesian neural networks
M. Lechner, Ð. dikeli, K. Chatterjee, T.A. Henzinger, in:, 35th Conference on Neural Information Processing Systems, 2021.
LibreCat: https://research-explorer.ista.ac.at/record/10667
DOI: 10.48550/arXiv.2111.03165
arXiv: 2111.03165

Boosting expensive synchronizing heuristics
N.E. Sarac, Ö.F. Altun, K.T. Atam, S. Karahoda, K. Kaya, H. Yenigün, Expert Systems with Applications 167 (2021).
LibreCat: https://research-explorer.ista.ac.at/record/8912
DOI: 10.1016/j.eswa.2020.114203
WoS: 000640531100038

Synthesis of hybrid automata with affine dynamics from time-series data
M. Garcia Soto, T.A. Henzinger, C. Schilling, in:, HSCC ’21: Proceedings of the 24th International Conference on Hybrid Systems: Computation and Control, Association for Computing Machinery, 2021, p. 2102.12734.
LibreCat: https://research-explorer.ista.ac.at/record/9200
DOI: 10.1145/3447928.3456704
WoS: 000932821700028
arXiv: 2102.12734

Bidding mechanisms in graph games
G. Avni, T.A. Henzinger, . dikeli, Journal of Computer and System Sciences 119 (2021) 133–144.
LibreCat: https://research-explorer.ista.ac.at/record/9239
DOI: 10.1016/j.jcss.2021.02.008
WoS: 000634149800009
arXiv: 1905.03835

Quantitative and approximate monitoring
T.A. Henzinger, N.E. Sarac, in:, Proceedings of the 36th Annual ACM/IEEE Symposium on Logic in Computer Science, Institute of Electrical and Electronics Engineers, 2021.
LibreCat: https://research-explorer.ista.ac.at/record/9356
DOI: 10.1109/LICS52264.2021.9470547
WoS: 000947350400021
arXiv: 2105.08353

Long lived transients in gene regulation
T. Petrov, C. Igler, A. Sezgin, T.A. Henzinger, C.C. Guet, Theoretical Computer Science 893 (2021) 1–16.
LibreCat: https://research-explorer.ista.ac.at/record/9647
DOI: 10.1016/j.tcs.2021.05.023
WoS: 000710180500002

Differential monitoring
F. Mühlböck, T.A. Henzinger, in:, International Conference on Runtime Verification, Springer Nature, Cham, 2021, pp. 231–243.
LibreCat: https://research-explorer.ista.ac.at/record/10108
DOI: 10.1007/978-3-030-88494-9_12
WoS: 000719383800012

Differential monitoring
F. Mühlböck, T.A. Henzinger, Differential Monitoring, IST Austria, 2021.
LibreCat: https://research-explorer.ista.ac.at/record/9946
DOI: 10.15479/AT:ISTA:9946

Interactive analysis of CNN robustness
S. Sietzen, M. Lechner, J. Borowski, R. Hasani, M. Waldner, Computer Graphics Forum 40 (2021) 253–264.
LibreCat: https://research-explorer.ista.ac.at/record/10404
DOI: 10.1111/cgf.14418
WoS: 000722952000024
arXiv: 2110.07667

Determinacy in discrete-bidding infinite-duration games
M. Aghajohari, G. Avni, T.A. Henzinger, Logical Methods in Computer Science 17 (2021) 10:1-10:23.
LibreCat: https://research-explorer.ista.ac.at/record/10674
DOI: 10.23638/LMCS-17(1:10)2021
WoS: 000658724600010
arXiv: 1905.03588

Adversarial training is not ready for robot learning
M. Lechner, R. Hasani, R. Grosu, D. Rus, T.A. Henzinger, in:, 2021 IEEE International Conference on Robotics and Automation, 2021, pp. 4140–4147.
LibreCat: https://research-explorer.ista.ac.at/record/10666
DOI: 10.1109/ICRA48506.2021.9561036
WoS: 000765738803040
arXiv: 2103.08187

Into the unknown: active monitoring of neural networks
A. Lukina, C. Schilling, T.A. Henzinger, in:, 21st International Conference on Runtime Verification, Springer Nature, Cham, 2021, pp. 42–61.
LibreCat: https://research-explorer.ista.ac.at/record/10206
DOI: 10.1007/978-3-030-88494-9_3
WoS: 000719383800003
arXiv: 2009.06429

A natural lottery ticket winner: Reinforcement learning with ordinary neural circuits
R. Hasani, M. Lechner, A. Amini, D. Rus, R. Grosu, in:, Proceedings of the 37th International Conference on Machine Learning, 2020, pp. 4082–4093.
LibreCat: https://research-explorer.ista.ac.at/record/10673

Monitoring event frequencies
T. Ferrere, T.A. Henzinger, B. Kragl, in:, 28th EACSL Annual Conference on Computer Science Logic, Schloss Dagstuhl - Leibniz-Zentrum für Informatik, 2020.
LibreCat: https://research-explorer.ista.ac.at/record/7348
DOI: 10.4230/LIPIcs.CSL.2020.20
arXiv: 1910.06097

ARCH-COM Category Report: Continuous and hybrid systems with linear dynamics
M. Althoff, S. Bak, Z. Bao, M. Forets, G. Frehse, D. Freire, N. Kochdumper, Y. Li, S. Mitra, R. Ray, C. Schilling, S. Schupp, M. Wetzlinger, in:, EPiC Series in Computing, EasyChair, 2020, pp. 16–48.
LibreCat: https://research-explorer.ista.ac.at/record/8572
DOI: 10.29007/7dt2

ARCH-COM Category Report: Continuous and hybrid systems with nonlinear dynamics
L. Geretti, J. Alexandre Dit Sandretto, M. Althoff, L. Benet, A. Chapoutot, X. Chen, P. Collins, M. Forets, D. Freire, F. Immler, N. Kochdumper, D. Sanders, C. Schilling, in:, EPiC Series in Computing, EasyChair, 2020, pp. 49–75.
LibreCat: https://research-explorer.ista.ac.at/record/8571
DOI: 10.29007/zkf6