Robustness Verification of Decision Tree Ensembles.Francesco RanzatoMarco ZanellaCEUR-WS.orgProceedings of the 1st Workshop on Artificial Intelligence and Formal Verification, Logic, Automata, and Synthesis, OVERLAY@AIIA 201
The implementation of participatory methods for the monitoring & measuring, reporting and verification (M&MRV) of forest carbon credits with high accuracy and resolution is a fundamental step for the implementation of REDD+ projects in community forestry level. The results of this study support the...
Most advanced machine learning models based onCNNcan now be easily fooled by very small changes to the samples on which we are going to make a prediction, and the confidence in such a prediction is much higher than with normal samples. So, in order to improve our performance on such sample...
With the widespread application of deep learning in software engineering, deep code models have played an important role in improving code quality and development efficiency, promoting the intelligence and industrialization of software engineering. In recent years, the fragility of deep code models has b...
Analysis of Asynchronous Programs with Event-Based Synchronization Chapter© 2015 On Verifying TSO Robustness for Event-Driven Asynchronous Programs Chapter© 2019 The VerCors Tool for Verification of Concurrent Programs Chapter© 2014 1Introduction ...
Our model quantifies the influence of changing a feature on the decision. The effectiveness of our method is compared with Papernot (PPNT) and Robustness Verification of Tree-based Models (RVTM), which are state-of-the-art attack methods for DT, and the attack methods employing surrogate ...
Recent studies have shown that tree-based models are vulnerable to adversarial examples. This problem may cause serious security risks. It is important to verify the safety of models. In this paper, we study the robustness verification problem of Random Forests (RF) which is a fundamental ...
Although there are proposals on verification of TRSs against attacks, they are not comprehensive enough to evaluate various Trust Computation Models (TCMs) and/or do not provide sufficient expressive power to specify different required robustness properties. In this paper, we introduce a comprehensive ...
1 Introduction Current verification and synthesis approaches consider the functional correctness of a system as a Boolean question: either the specification is fulfilled, or it is not. This approach is unsatisfactory in many situations [BCHJ09]. In particular, many specifications consist of environment...
Recent studies have shown that tree-based models are vulnerable to adversarial examples. This problem may cause serious security risks. It is important to verify the safety of models. In this paper, we study the robustness verification problem of Random Forests (RF) which is a fundamental ...