5 citations · 9 across the 8 of their papers we have counts for
8 papers
Trade-off invariance for weighted scalarizations in multi-objective optimization
Jona Klemenc, Alessandro Scagliotti
We consider weighted-sum scalarizations for an abstract multi-objective minimization problem defined by the vector-valued map , wher…
From Consensus-Based Optimization to Evolution Strategies: Proof of Global Convergence
Massimo Fornasier, Hui Huang, Jona Klemenc +1
Consensus-based optimization (CBO) is a powerful and versatile zero-order multi-particle method designed to provably solve high-dimensional global optimization problems, including…
Balanced quasistatic evolutions of critical points in metric spaces
Stefano Almi, Massimo Fornasier, Jona Klemenc +1
Quasistatic evolutions of critical points of time-dependent energies exhibit piecewise smooth behavior, making them useful for modeling continuum mechanics phenomena like elastic-p…
Trade-off Invariance Principle for minimizers of regularized functionals
Massimo Fornasier, Jona Klemenc, Alessandro Scagliotti
In this paper, we consider functionals of the form with , where varies in a set (without further structure). We first revi…
A-BDD: Leveraging Data Augmentations for Safe Autonomous Driving in Adverse Weather and Lighting
Felix Assion, Florens Gressner, Nitin Augustine +6
High-autonomy vehicle functions rely on machine learning (ML) algorithms to understand the environment. Despite displaying remarkable performance in fair weather scenarios, percept…
Selecting Models based on the Risk of Damage Caused by Adversarial Attacks
Jona Klemenc, Holger Trittenbach
Regulation, legal liabilities, and societal concerns challenge the adoption of AI in safety and security-critical applications. One of the key concerns is that adversaries can caus…
The stable hull of an exact -category
Jona Klemenc
We construct a left adjoint to the inclusion $\mathbf{St}_{\infty} \hookrightarrow \mathbf{Ex}_{…
On angles, projections and iterations
Christian Bargetz, Jona Klemenc, Simeon Reich +1
We investigate connections between the geometry of linear subspaces and the convergence of the alternating projection method for linear projections. The aim of this article is twof…