美色花钱 发表于 2025-3-26 22:06:43
Zur begrenzten Organisierbarkeit von Führunged for easy comprehension and validation by humans. Our approach takes input-output samples from complex machine learning models, such as deep neural networks, and automatically derives interpretable .. A mimic program precisely imitates the behavior of an opaque model over the provided data. We disGRE 发表于 2025-3-27 03:21:30
Managementmoden in der Verwaltungrpret and verify, and they operate in stochastic and unknown environments with high-dimensional state space. These complexities make analyses of the internals of LECs and manual modeling of the environments extremely challenging. Numerous combinations of automata learning with verification technique变形词 发表于 2025-3-27 08:10:52
Managementmoden in der Verwaltungsks. Nevertheless, their integration into safety-critical systems, such as in the aerospace or automotive domains, poses a significant challenge due to the threat of .: perturbations in inputs that might cause the DNN to make grievous mistakes. Multiple studies have demonstrated that even modern DNNStricture 发表于 2025-3-27 12:14:24
http://reply.papertrans.cn/20/1908/190775/190775_34.pngHirsutism 发表于 2025-3-27 15:48:37
http://reply.papertrans.cn/20/1908/190775/190775_35.png辞职 发表于 2025-3-27 17:58:49
Managementnachwuchs erfolgreich machenmechanical equipment. We provide mathematical formalizations of requirements of the estimator, such as stability and monotonicity, as properties. To efficiently apply existing tools for verification of neural networks, we reduce the verification of global properties to a representative set of local喷出 发表于 2025-3-27 22:07:33
https://doi.org/10.1007/978-3-8349-4612-6t the preimage of a polyhedral set is again a union of polyhedral sets and can be effectively computed. We show several applications of computing the preimage for analysis and interpretability of neural networks.ARCH 发表于 2025-3-28 02:52:39
https://doi.org/10.1007/978-3-642-87406-2d control. LEAS are often safety-critical. The development and integration of trustworthy ML components present new challenges that extend beyond the boundaries of system’s design to the system’s operation in its real environment. This paper introduces the methodology and tools developed within the使混合 发表于 2025-3-28 07:18:41
http://reply.papertrans.cn/20/1908/190775/190775_39.pngComplement 发表于 2025-3-28 13:30:13
The Inverse Problem for Neural Networkst the preimage of a polyhedral set is again a union of polyhedral sets and can be effectively computed. We show several applications of computing the preimage for analysis and interpretability of neural networks.