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

Dynamic resource allocation games
G. Avni, T.A. Henzinger, O. Kupferman, Theoretical Computer Science 807 (2020) 42–55.
LibreCat: https://research-explorer.ista.ac.at/record/6761
DOI: 10.1016/j.tcs.2019.06.031
WoS: 000512219400004

Outside the box: Abstraction-based monitoring of neural networks
T.A. Henzinger, A. Lukina, C. Schilling, in:, 24th European Conference on Artificial Intelligence, IOS Press, 2020, pp. 2433–2440.
LibreCat: https://research-explorer.ista.ac.at/record/7505
DOI: 10.3233/FAIA200375
WoS: 000650971303002
arXiv: 1911.09032

An SMT theory of fixed-point arithmetic
M. Baranowski, S. He, M. Lechner, T.S. Nguyen, Z. Rakamari, in:, Automated Reasoning, Springer Nature, 2020, pp. 13–31.
LibreCat: https://research-explorer.ista.ac.at/record/8194
DOI: 10.1007/978-3-030-51074-9_2
WoS: 000884318000002

Neural circuit policies enabling auditable autonomy
M. Lechner, R. Hasani, A. Amini, T.A. Henzinger, D. Rus, R. Grosu, Nature Machine Intelligence 2 (2020) 642–652.
LibreCat: https://research-explorer.ista.ac.at/record/8679
DOI: 10.1038/s42256-020-00237-3
WoS: 000583337200011

Gershgorin loss stabilizes the recurrent neural network compartment of an end-to-end robot learning scheme
M. Lechner, R. Hasani, D. Rus, R. Grosu, in:, Proceedings - IEEE International Conference on Robotics and Automation, IEEE, 2020, pp. 5446–5452.
LibreCat: https://research-explorer.ista.ac.at/record/8704
DOI: 10.1109/ICRA40945.2020.9196608
WoS: 000712319503110

Efficient reachability analysis of parametric linear hybrid systems with  time-triggered transitions
M. Forets, D. Freire, C. Schilling, in:, 18th ACM-IEEE International Conference on Formal Methods and Models for System Design, IEEE, 2020.
LibreCat: https://research-explorer.ista.ac.at/record/8750
DOI: 10.1109/MEMOCODE51338.2020.9314994
WoS: 000661920400013
arXiv: 2006.12325

Reachability analysis of linear hybrid systems via block decomposition
S. Bogomolov, M. Forets, G. Frehse, K. Potomkin, C. Schilling, in:, Proceedings of the International Conference on Embedded Software, 2020.
LibreCat: https://research-explorer.ista.ac.at/record/8287
arXiv: 1905.02458

Reachability analysis of linear hybrid systems via block decomposition
S. Bogomolov, M. Forets, G. Frehse, K. Potomkin, C. Schilling, IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems 39 (2020) 4018–4029.
LibreCat: https://research-explorer.ista.ac.at/record/8790
DOI: 10.1109/TCAD.2020.3012859
WoS: 000587712700072
arXiv: 1905.02458

All-pay bidding games on graphs
G. Avni, R. Ibsen-Jensen, J. Tkadlec, Proceedings of the AAAI Conference on Artificial Intelligence 34 (2020) 1798–1805.
LibreCat: https://research-explorer.ista.ac.at/record/9197
DOI: 10.1609/aaai.v34i02.5546
arXiv: 1911.08360

Monitorability under assumptions
T.A. Henzinger, N.E. Sarac, in:, Runtime Verification, Springer Nature, 2020, pp. 3–18.
LibreCat: https://research-explorer.ista.ac.at/record/8623
DOI: 10.1007/978-3-030-60508-7_1
WoS: 000728160600001

Refinement for structured concurrent programs
B. Kragl, S. Qadeer, T.A. Henzinger, in:, Computer Aided Verification, Springer Nature, 2020, pp. 275–298.
LibreCat: https://research-explorer.ista.ac.at/record/8195
DOI: 10.1007/978-3-030-53288-8_14
WoS: 000695276000014

Inductive sequentialization of asynchronous programs
B. Kragl, C. Enea, T.A. Henzinger, S.O. Mutluergil, S. Qadeer, in:, Proceedings of the 41st ACM SIGPLAN Conference on Programming Language Design and Implementation, Association for Computing Machinery, 2020, pp. 227–242.
LibreCat: https://research-explorer.ista.ac.at/record/8012
DOI: 10.1145/3385412.3385980
WoS: 000614622300016

AMT 2.0: Qualitative and quantitative trace analysis with extended signal temporal logic
D. Nickovic, O. Lebeltel, O. Maler, T. Ferrere, D. Ulus, International Journal on Software Tools for Technology Transfer 22 (2020) 741–758.
LibreCat: https://research-explorer.ista.ac.at/record/10861
DOI: 10.1007/s10009-020-00582-z
WoS: 000555398600001

Verifying concurrent programs: Refinement, synchronization, sequentialization
B. Kragl, Verifying Concurrent Programs: Refinement, Synchronization, Sequentialization, Institute of Science and Technology Austria, 2020.
LibreCat: https://research-explorer.ista.ac.at/record/8332
DOI: 10.15479/AT:ISTA:8332

Hybridization for stability verification of nonlinear switched systems
M. Garcia Soto, P. Prabhakar, in:, 2020 IEEE Real-Time Systems Symposium, IEEE, 2020, pp. 244–256.
LibreCat: https://research-explorer.ista.ac.at/record/9202
DOI: 10.1109/RTSS49844.2020.00031
WoS: 000680435100021

Abstraction based verification of stability of polyhedral switched systems
M. Garcia Soto, P. Prabhakar, Nonlinear Analysis: Hybrid Systems 36 (2020).
LibreCat: https://research-explorer.ista.ac.at/record/7426
DOI: 10.1016/j.nahs.2020.100856
WoS: 000528828600003

ARCH-COM Category Report: Hybrid systems with piecewise constant dynamics
G. Frehse, A. Abate, D. Adzkiya, A. Becchi, L. Bu, A. Cimatti, M. Giacobbe, A. Griggio, S. Mover, M.S. Mufid, I. Riouak, S. Tonetta, E. Zaffanella, in:, G. Frehse, M. Althoff (Eds.), ARC. 6th International Workshop on Applied Verification of Continuous and Hybrid Systems, EasyChair, 2019, pp. 1–13.
LibreCat: https://research-explorer.ista.ac.at/record/10877
DOI: 10.29007/rjwn

Formal synthesis of stabilizing controllers for periodically controlled linear switched systems
A. Kundu, M. Garcia Soto, P. Prabhakar, in:, 5th Indian Control Conference Proceedings, IEEE, 2019.
LibreCat: https://research-explorer.ista.ac.at/record/6565
DOI: 10.1109/INDIANCC.2019.8715598