Hacking Google reCAPTCHA v3 using Reinforcement Learning

March 03, 2019 ยท Declared Dead ยท ๐Ÿ› arXiv.org

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Authors Ismail Akrout, Amal Feriani, Mohamed Akrout arXiv ID 1903.01003 Category cs.LG: Machine Learning Cross-listed cs.AI Citations 32 Venue arXiv.org Last Checked 6 months ago
Abstract
We present a Reinforcement Learning (RL) methodology to bypass Google reCAPTCHA v3. We formulate the problem as a grid world where the agent learns how to move the mouse and click on the reCAPTCHA button to receive a high score. We study the performance of the agent when we vary the cell size of the grid world and show that the performance drops when the agent takes big steps toward the goal. Finally, we used a divide and conquer strategy to defeat the reCAPTCHA system for any grid resolution. Our proposed method achieves a success rate of 97.4% on a 100x100 grid and 96.7% on a 1000x1000 screen resolution.
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