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

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