Certify or predict: Boosting certified robustness with compositional architectures
MN Müller, M Balunović… - International …, 2021 - research-collection.ethz.ch
… In this work we use intervals and zonotopes (Appendix H), … ing transformers for the zonotope
domain and C1 continuous, … , and the product of two zonotopes introduced. These can then …
domain and C1 continuous, … , and the product of two zonotopes introduced. These can then …
On the decidability of reachability in continuous time linear time-invariant systems
M Dantam, A Pouly - Proceedings of the 24th International Conference …, 2021 - dl.acm.org
We consider the decidability of state-to-state reachability in linear time-invariant control systems
over continuous time. We analyze this problem with respect to the allowable control sets, …
over continuous time. We analyze this problem with respect to the allowable control sets, …
Verification of machine learning based cyber-physical systems: a comparative study
A Clavière, L Altieri Sambartolomé, E Asselin… - 25th ACM International …, 2022 - dl.acm.org
… approximations, the zonotope based approximation does not … Compared to SAMBA (polytope
and zonotope), NNV offers a … SAMBA (zonotope) because the zonotope approximation is …
and zonotope), NNV offers a … SAMBA (zonotope) because the zonotope approximation is …
Guaranteed State Estimation Using a Bundle of Interval Observers with Adaptive Gains Applied to the Induction Machine
M Schwartz, S Krebs, S Hohmann - Sensors, 2021 - mdpi.com
The scope of this paper is the design of an interval observer bundle for the guaranteed state
estimation of an uncertain induction machine with linear, time-varying dynamics. These …
estimation of an uncertain induction machine with linear, time-varying dynamics. These …
On the Local version of the Log-Brunn-Minkowski conjecture and some new related geometric inequalities
AV Kolesnikov, GV Livshyts - arXiv preprint arXiv:2004.06103, 2020 - arxiv.org
… A convex body M is called a zonotope if it is a Minkowski sum … zonotope, while a cross-polytope
Bn 1 is not a zonotope. A convex body is called a zonoid, in case it is a limit of zonotopes…
Bn 1 is not a zonotope. A convex body is called a zonoid, in case it is a limit of zonotopes…
Continuous Credit Networks and Layer 2 Blockchains: Monotonicity and Sampling
A Goel, G Ramseyer - Proceedings of the 21st ACM Conference on …, 2020 - dl.acm.org
… z −v ∈ Z}, is a zonotope. In fact, this zonotope is identical to the zonotope generated by a
credit … Conveniently, both Zi−1 and Pi−1 are zonotopes, so our sampling process naturally sets …
credit … Conveniently, both Zi−1 and Pi−1 are zonotopes, so our sampling process naturally sets …
Geometric bijections between spanning subgraphs and orientations of a graph
C Ding - arXiv preprint arXiv:2109.01930, 2021 - arxiv.org
… We also show that the restriction of the decomposition to the zonotope ZD (via ψ) is exactly
the one used to derive Theorem 1.2(2) (eg Figure 7(b)). Hence we get a combinatorial proof …
the one used to derive Theorem 1.2(2) (eg Figure 7(b)). Hence we get a combinatorial proof …
[PDF][PDF] Certified adversarial robustness for deep reinforcement learning
Deep Neural Network-based systems are now the state-of-the-art in many robotics tasks, but
their application in safety-critical domains remains dangerous without formal guarantees on …
their application in safety-critical domains remains dangerous without formal guarantees on …
Directional expansion‐based fault diagnosis algorithm using orthotopic and ellipsoidal filtering
Z Liu, Z Wang, Y Wang, JH Park… - IET Control Theory & …, 2020 - Wiley Online Library
… An ellipsoid is used to outer bound the convex polytopic set for simplicity as it has lesser
computational complexity than a zonotope, a polytope, and an orthotope. We define the …
computational complexity than a zonotope, a polytope, and an orthotope. We define the …
基于多胞体-椭球双滤波的时变参数系统建模方法
王子赟, 王培宇, 占雅聪 - 系统仿真学报, 2020 - china-simulation.com
… zonotope shape matrix. This paper proposes a time-varying parameter modeling … on
zonotope-ellipsoid double filtering technique. Considering the time-varying parameters, a zonotope …
zonotope-ellipsoid double filtering technique. Considering the time-varying parameters, a zonotope …