Top suggestions for Lipschitz Continuity ExamplesExplore more searches like Lipschitz Continuity ExamplesPeople interested in Lipschitz Continuity Examples also searched for |
Explore more searches like Lipschitz
Continuity Examples
+have+become+increasingly+concerning.+This+paper+aims+to+provide+both+a+theoretical+foundation+and+a+practical+solution+to+ensure+the+reliability+of+DNNs.+We+explore+the+concept+of+Lipschitz+continuity+to+certify+the+robustness+of+DNNs+against+adversarial+attacks%252C+which+aim+to+mislead+the+network+with+adding+imperceptible+perturbations+into+inputs.+We+propose+a+novel+algorithm+that+remaps+the+input+domain+into+a+constrained+range%252C+reducing+the+Lipschitz+constant+and+potentially+enhancing+robustness.+Unlike+existing+adversarially+trained+models%252C+where+robustness+is+enhanced+by+introducing+additional+examples+from+other+datasets+or+generative+models%252C+our+method+is+almost+cost-free+as+it+can+be+integrated+with+existing+models+without+requiring+re-training.+Experimental+results+demonstrate+the+generalizability+of+our+method%252C+as+it+can+be+combined+with+various+models+and+achieve+enhancements+in+robustness.+Furthermore%252C+our+method+achieves+the+best+robust+accuracy+for+CIFAR10%252C+CIFAR100%252C+and+ImageNet+datasets+on+the+RobustBench+leaderboard.&cdnurl=https%3a%2f%2fth.bing.com%2fth%2fid%2fR.bd81ccee44ca4fc969da1ee7831d2b0c%3frik%3dhRZyTYdZ3jBItQ%26pid%3dImgRaw%26r%3d0&exph=630&expw=1200&q=Lipschitz+Continuity+Examples&FORM=IRPRST&ck=033A696E6184134AAAC8B23035157F1E&selectedIndex=28&itb=0)
Some results have been hidden because they may be inaccessible to you.Show inaccessible results
Feedback