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CAPTCHA: using hard AI problems for security

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TLDR
This work introduces captcha, an automated test that humans can pass, but current computer programs can't pass; any program that has high success over a captcha can be used to solve an unsolved Artificial Intelligence (AI) problem; and provides several novel constructions of captchas, which imply a win-win situation.
Abstract
We introduce captcha, an automated test that humans can pass, but current computer programs can't pass: any program that has high success over a captcha can be used to solve an unsolved Artificial Intelligence (AI) problem. We provide several novel constructions of captchas. Since captchas have many applications in practical security, our approach introduces a new class of hard problems that can be exploited for security purposes. Much like research in cryptography has had a positive impact on algorithms for factoring and discrete log, we hope that the use of hard AI problems for security purposes allows us to advance the field of Artificial Intelligence. We introduce two families of AI problems that can be used to construct captchas and we show that solutions to such problems can be used for steganographic communication. captchas based on these AI problem families, then, imply a win-win situation: either the problems remain unsolved and there is a way to differentiate humans from computers, or the problems are solved and there is a way to communicate covertly on some channels.

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Proceedings ArticleDOI

A CAPTCHA recognition technology based on deep learning

TL;DR: The adaptive learning rate is introduced to accelerate the convergence rate of the model, and the problem of over-fitting and local optimal solution has been solved and the multi task joint training model is used to improve the accuracy and generalization ability of model recognition.
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WRAPS: Denial-of-Service Defense through Web Referrals

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Proceedings ArticleDOI

A Sigma-Lognormal Model for Handwritten Text CAPTCHA Generation

TL;DR: This work presents a automated handwritten CAPTCHA generation system by adding distortions to the Sigma-Lognormal representation of a handwritten word sample, and performs experiments on the UNIPEN dataset to demonstrate the efficacy of the approach.
Posted Content

Foundations, Properties, and Security Applications of Puzzles: A Survey

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Journal ArticleDOI

Mailet: Instant Social Networking under Censorship

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References
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Journal ArticleDOI

Telling humans and computers apart automatically

TL;DR: In this paper, lazy cryptographers do AI and show how lazy they can be, and how they do it well, and why they do so poorly, and they are lazy.
Proceedings ArticleDOI

Securing passwords against dictionary attacks

TL;DR: The key idea is to efficiently combine traditional password authentication with a challenge that is very easy to answer by human users, but is (almost) infeasible for automated programs attempting to run dictionary attacks.
Patent

Method for selectively restricting access to computer systems

TL;DR: In this paper, a computerized method selectively accepts access requests from a client computer connected to a server computer by a network is proposed, where the server computer receives an access request from the client computer and generates a predetermined number of random characters.
Journal ArticleDOI

Pessimal print: a reverse Turing test

TL;DR: This work proposes a variant of the Turing test using pessimal print: that is, low-quality images of machine-printed text synthesized pseudo-randomly over certain ranges of words, typefaces, and image degradations and shows experimentally that judicious choice of these ranges can ensure that the images are legible to human readers but illegible to several of the best present-day optical character recognition (OCR) machines.
Book ChapterDOI

Provably Secure Steganography

TL;DR: In this article, the authors introduce definitions based on computational indistinguishability and prove that the existence of one-way functions implies secure steganographic protocols, and they also prove that secure protocols can be constructed from a complexity-theoretic point of view.
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