AI VILLAGE - Hunting the Ethereum Smart Contract: Color Inspired Inspection of Potential Attacks

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Video in TIB AV-Portal: AI VILLAGE - Hunting the Ethereum Smart Contract: Color Inspired Inspection of Potential Attacks

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AI VILLAGE - Hunting the Ethereum Smart Contract: Color Inspired Inspection of Potential Attacks
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Blockchain and Cryptocurrencies are gaining unprecedented popularity and understanding. Meanwhile, Ethereum is gaining a significant popularity in the blockchain community, mainly due to the fact that it is designed in a way that enables developers to write decentralized applications (Dapps) and smart contract. This new paradigm of applications opens the door to many possibilities and opportunities. However, the security of Ethereum smart contracts has not received much attention; several Ethereum smart contracts malfunctioning have recently been reported. Unlike many previous works that have applied static and dynamic analyses to find bugs in smart contracts, we do not attempt to define and extract any features; instead we focus on reducing the expert’s labor costs. We first present a new in-depth analysis of potential attacks methodology and then translate the bytecode of solidity into RGB color code. After that, we transform them to a fixed-sized encoded imag​​e. Finally, the encoded image is fed to convolutional neural network (CNN) for automatic feature extraction and learning, detecting security flaw of Ethereum smart contract.
Execution unit Computer font Presentation of a group Mobile Web Demo (music) Projective plane Computer Plastikkarte Vector potential Food energy Machine vision Twitter Mathematics Labour Party (Malta) Computer cluster Electronic meeting system Bloch wave Universe (mathematics) Thumbnail Integrated development environment Table (information)
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Game controller Vapor barrier Observational study Multiplication sign Time zone Maxima and minima Design by contract Mathematical analysis Plastikkarte Field (computer science) Chain Bit rate Different (Kate Ryan album) Hypermedia Core dump Uniform resource name Local ring Information security Partition (number theory) Metropolitan area network Physical system Newton's law of universal gravitation Source code Observational study Information Wage labour Maxima and minima Computer programming Measurement Formal language Virtual machine Type theory Radical (chemistry) Arithmetic mean Process (computing) Lie group Design by contract Formal verification Information security Physical system Flag
Scale (map) Game controller Arm Scaling (geometry) Android (robot) Information security
Computer cluster Operator (mathematics) Internet service provider Cuboid Traffic reporting System call
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Touchscreen Server (computing) Computer-generated imagery Code Maxima and minima Computer network Web crawler Mereology Machine vision Architecture Phase transition Design by contract Moving average Representation (politics) Fingerprint Physical system
Architecture Googol Inheritance (object-oriented programming) Hypermedia Computer hardware Convex hull Integrated development environment Number
Inclusion map Computer cluster
Arithmetic mean Source code Website Dressing (medical)
Axiom of choice Category of being Design by contract Port scanner Port scanner
Point (geometry) Profil (magazine) Design by contract Plastikkarte Port scanner Number
Lattice (order) Port scanner Hypercube
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Data management Memory card Phase transition Order (biology) Analogy Backup Analytic set Information security Proper map Maß <Mathematik>
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Point (geometry) Word Projective plane Machine vision
System on a chip
Point (geometry) State transition system Stylus (computing) Email Multiplication sign Projective plane Computer network Plastikkarte Ariana TV Tower Core dump Collision Gamma function
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