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GUM-compliant neural network robustness verification - a Masters thesis
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ludwig10_masters_thesis
GUM-compliant neural network robustness verification - a Masters thesis
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refactor(thesis): introduce short title for LPU section
feat(thesis): introduce title to proof for main LPU as there is a remark in between the theorem and the proof
refactor(thesis): introduce some more non-breaking spaces and capitalize Definition references and such
feat(thesis): introduce titles for all theorems and propositions
refactor(thesis): change requirement to prerequisite when talking about continuous differentiability
fix(thesis): improve and correct remark about continuous differentiability prerequisite
fix(thesis): correct matrix elements in symbols to lower case letter
fix(thesis): remove misleading and wrong uncertainty definition from symbols
feat(thesis): introduce open set Omega into symbols
refactor(thesis): change U as an open set to Omega not to confuse it with covariance matrices
refactor(thesis): remove one of Sascha's remarks as the definitions and references to the GUM are in place now
refactor(thesis): introduce short page header title for LPU for DNN
refactor(thesis): remove multivariate setting from GUM's definition of expanded measurement uncertainty
refactor(thesis): remove symbols from GUM definitions where they are not given in the GUM
refactor(thesis): remove one of the remarkboxes that is not needed anymore after merging preliminaries in other sections
refactor(thesis): correct capitalization
refactor(thesis): introduce one better space in formula
refactor(thesis): change element or coordinate to component when talking about vectors
refactor(thesis): improve formulation about the composition being applied element-wise
refactor(thesis): introduce two more non-breaking spaces
fix(thesis): improve definition of i^{(i)}
refactor(thesis): update one reference after doing a data_validation with biber and updating the bib
refactor(thesis references): update bib after doing a data_validation with biber
refactor(thesis): remove remarks on GUM section 4.3.7 about upper and lower bounds for uncertainties
refactor(thesis): introduce parametric when talking about quadlu
refactor(thesis): introduce non-breaking spaces all over
refactor(thesis): correct one formulation as Sascha suggested
refactor(thesis): introduce parameter into quadlu operator
refactor(thesis): make softplus operator more robust
refactor(thesis): streamline formulation of linear inclusion first order approximation
refactor(thesis): improve formulation of optimization problems
refactor(thesis): introduce one more proof for proposition
refactor(thesis): add forgotten 0 for theta
refactor(thesis): change definiton of varrho
fix(thesis): correct simulation ideas
refactor(thesis): introduce some equation numbers
refactor(thesis): introduce reasoning about QuadLU proof idea
feat(thesis): include reference about softplus outperforming ReLU in SAT
refactor(thesis): write every theorem, definition, proposition with capital letter
feat(thesis): introduce long headings into toc
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