Monitoring hyperproperties with prefix transducers
M. Chalupa, T.A. Henzinger, (2023).
LibreCat: https://research-explorer.ista.ac.at/record/15035
DOI: 10.5281/ZENODO.8191723

Runtime monitoring of dynamic fairness properties
T.A. Henzinger, M. Karimi, K. Kueffner, K. Mallik, in:, FAccT ’23: Proceedings of the 2023 ACM Conference on Fairness, Accountability, and Transparency, Association for Computing Machinery, 2023, pp. 604–614.
LibreCat: https://research-explorer.ista.ac.at/record/13228
DOI: 10.1145/3593013.3594028
WoS: 001062819300057
arXiv: 2305.04699

Flavors of sequential information flow
E. Bartocci, T. Ferrere, T.A. Henzinger, D. Nickovic, A.O. Da Costa, in:, Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Springer Nature, 2022, pp. 1–19.
LibreCat: https://research-explorer.ista.ac.at/record/10774
DOI: 10.1007/978-3-030-94583-1_1
arXiv: 2105.02013

Latent imagination facilitates zero-shot transfer in autonomous racing
A. Brunnbauer, L. Berducci, A. Brandstatter, M. Lechner, R. Hasani, D. Rus, R. Grosu, in:, 2022 International Conference on Robotics and Automation, IEEE, 2022, pp. 7513–7520.
LibreCat: https://research-explorer.ista.ac.at/record/12010
DOI: 10.1109/ICRA46639.2022.9811650
arXiv: 2103.04909

Synthesis of parametric hybrid automata from time series
M. Garcia Soto, T.A. Henzinger, C. Schilling, in:, 20th International Symposium on Automated Technology for Verification and Analysis, Springer Nature, 2022, pp. 337–353.
LibreCat: https://research-explorer.ista.ac.at/record/12171
DOI: 10.1007/978-3-031-19992-9_22
arXiv: 2208.06383

History-deterministic timed automata
T.A. Henzinger, K. Lehtinen, P. Totzke, in:, 33rd International Conference on Concurrency Theory, Schloss Dagstuhl - Leibniz-Zentrum für Informatik, 2022, p. 14:1-14:21.
LibreCat: https://research-explorer.ista.ac.at/record/12508
DOI: 10.4230/LIPIcs.CONCUR.2022.14

An updated survey of bidding games on graphs
G. Avni, T.A. Henzinger, in:, 47th International Symposium on Mathematical Foundations of Computer Science, Schloss Dagstuhl - Leibniz-Zentrum für Informatik, Dagstuhl, Germany, 2022, p. 3:1-3:6.
LibreCat: https://research-explorer.ista.ac.at/record/12509
DOI: 10.4230/LIPIcs.MFCS.2022.3

Revisiting the adversarial robustness-accuracy tradeoff in robot learning
M. Lechner, A. Amini, D. Rus, T.A. Henzinger, ArXiv (n.d.).
LibreCat: https://research-explorer.ista.ac.at/record/11366
DOI: 10.48550/arXiv.2204.07373
arXiv: 2204.07373

Quantitative monitoring of software
T.A. Henzinger, in:, Software Verification, Springer Nature, 2022, pp. 3–6.
LibreCat: https://research-explorer.ista.ac.at/record/10891
DOI: 10.1007/978-3-030-95561-8_1
WoS: 000771713200001

Information-flow interfaces
E. Bartocci, T. Ferrere, T.A. Henzinger, D. Nickovic, A.O. Da Costa, in:, Fundamental Approaches to Software Engineering, Springer Nature, 2022, pp. 3–22.
LibreCat: https://research-explorer.ista.ac.at/record/11355
DOI: 10.1007/978-3-030-99429-7_1
WoS: 000782393600001

Abstract monitors for quantitative specifications
T.A. Henzinger, N.A. Mazzocchi, N.E. Sarac, in:, 22nd International Conference on Runtime Verification, Springer Nature, 2022, pp. 200–220.
LibreCat: https://research-explorer.ista.ac.at/record/11775
DOI: 10.1007/978-3-031-17196-3_11
WoS: 000866539700011

Closed-form continuous-time neural networks
R. Hasani, M. Lechner, A. Amini, L. Liebenwein, A. Ray, M. Tschaikowski, G. Teschl, D. Rus, Nature Machine Intelligence 4 (2022) 992–1003.
LibreCat: https://research-explorer.ista.ac.at/record/12147
DOI: 10.1038/s42256-022-00556-7
WoS: 000884215600003
arXiv: 2106.13898

Learning verifiable representations
M. Lechner, Learning Verifiable Representations, Institute of Science and Technology Austria, 2022.
LibreCat: https://research-explorer.ista.ac.at/record/11362
DOI: 10.15479/at:ista:11362

FORQ-based language inclusion formal testing
K. Doveri, P. Ganty, N.A. Mazzocchi, in:, Computer Aided Verification, Springer Nature, 2022, pp. 109–129.
LibreCat: https://research-explorer.ista.ac.at/record/12302
DOI: 10.1007/978-3-031-13188-2_6
WoS: 000870310500006
arXiv: 2207.13549

History-deterministic timed automata are not determinizable
S. Bose, T.A. Henzinger, K. Lehtinen, S. Schewe, P. Totzke, in:, 16th International Conference on Reachability Problems, Springer Nature, 2022, pp. 67–76.
LibreCat: https://research-explorer.ista.ac.at/record/12175
DOI: 10.1007/978-3-031-19135-0_5

GoTube: Scalable statistical verification of continuous-depth models
S.A. Gruenbacher, M. Lechner, R. Hasani, D. Rus, T.A. Henzinger, S.A. Smolka, R. Grosu, Proceedings of the AAAI Conference on Artificial Intelligence 36 (2022) 6755–6764.
LibreCat: https://research-explorer.ista.ac.at/record/12510
DOI: 10.1609/aaai.v36i6.20631
arXiv: 2107.08467

Stability verification in stochastic control systems via neural network supermartingales
M. Lechner, D. Zikelic, K. Chatterjee, T.A. Henzinger, Proceedings of the AAAI Conference on Artificial Intelligence 36 (2022) 7326–7336.
LibreCat: https://research-explorer.ista.ac.at/record/12511
DOI: 10.1609/aaai.v36i7.20695
arXiv: 2112.09495

Learning stabilizing policies in stochastic control systems
D. Zikelic, M. Lechner, K. Chatterjee, T.A. Henzinger, ArXiv (n.d.).
LibreCat: https://research-explorer.ista.ac.at/record/14601
DOI: 10.48550/arXiv.2205.11991
arXiv: 2205.11991

Learning control policies for stochastic systems with reach-avoid guarantees
D. Zikelic, M. Lechner, T.A. Henzinger, K. Chatterjee, ArXiv (n.d.).
LibreCat: https://research-explorer.ista.ac.at/record/14600
DOI: 10.48550/ARXIV.2210.05308
arXiv: 2210.05308

Transitioning from structural to nominal code with efficient gradual typing
F. Mühlböck, R. Tate, Proceedings of the ACM on Programming Languages 5 (2021).
LibreCat: https://research-explorer.ista.ac.at/record/10153
DOI: 10.1145/3485504

On the verification of neural ODEs with stochastic guarantees
S. Grunbacher, R. Hasani, M. Lechner, J. Cyranka, S.A. Smolka, R. Grosu, in:, Proceedings of the AAAI Conference on Artificial Intelligence, AAAI Press, 2021, pp. 11525–11535.
LibreCat: https://research-explorer.ista.ac.at/record/10669
arXiv: 2012.08863

Liquid time-constant networks
R. Hasani, M. Lechner, A. Amini, D. Rus, R. Grosu, in:, Proceedings of the AAAI Conference on Artificial Intelligence, AAAI Press, 2021, pp. 7657–7666.
LibreCat: https://research-explorer.ista.ac.at/record/10671
arXiv: 2006.04439

On-off center-surround receptive fields for accurate and robust image classification
Z. Babaiee, R. Hasani, M. Lechner, D. Rus, R. Grosu, in:, Proceedings of the 38th International Conference on Machine Learning, ML Research Press, 2021, pp. 478–489.
LibreCat: https://research-explorer.ista.ac.at/record/10668

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

Multi-dimensional long-run average problems for vector addition systems with states
K. Chatterjee, T.A. Henzinger, J. Otop, in:, 31st International Conference on Concurrency Theory, Schloss Dagstuhl - Leibniz-Zentrum für Informatik, 2020.
LibreCat: https://research-explorer.ista.ac.at/record/8600
DOI: 10.4230/LIPIcs.CONCUR.2020.23
arXiv: 2007.08917

A survey of bidding games on graphs
G. Avni, T.A. Henzinger, in:, 31st International Conference on Concurrency Theory, Schloss Dagstuhl - Leibniz-Zentrum für Informatik, 2020.
LibreCat: https://research-explorer.ista.ac.at/record/8599
DOI: 10.4230/LIPIcs.CONCUR.2020.2

Formal methods with a touch of magic
P.A. Alamdari, G. Avni, T.A. Henzinger, A. Lukina, in:, Proceedings of the 20th Conference on Formal Methods in Computer-Aided Design, TU Wien Academic Press, 2020, pp. 138–147.
LibreCat: https://research-explorer.ista.ac.at/record/9040
DOI: 10.34727/2020/isbn.978-3-85448-042-6_21

WoodFisher: Efficient second-order approximation for neural network compression
S.P. Singh, D.-A. Alistarh, in:, Advances in Neural Information Processing Systems, Curran Associates, 2020, pp. 18098–18109.
LibreCat: https://research-explorer.ista.ac.at/record/9632
arXiv: 2004.14340

Lagrangian reachtubes: The next generation
S. Gruenbacher, J. Cyranka, M. Lechner, M.A. Islam, S.A. Smolka, R. Grosu, in:, Proceedings of the 59th IEEE Conference on Decision and Control, IEEE, 2020, pp. 1556–1563.
LibreCat: https://research-explorer.ista.ac.at/record/9103
DOI: 10.1109/CDC42340.2020.9304042
arXiv: 2012.07458

Learning representations for binary-classification without backpropagation
M. Lechner, in:, 8th International Conference on Learning Representations, ICLR, 2020.
LibreCat: https://research-explorer.ista.ac.at/record/10672

How many bits does it take to quantize your neural network?
M. Giacobbe, T.A. Henzinger, M. Lechner, in:, International Conference on Tools and Algorithms for the Construction and Analysis of Systems, Springer Nature, 2020, pp. 79–97.
LibreCat: https://research-explorer.ista.ac.at/record/7808
DOI: 10.1007/978-3-030-45237-7_5