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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CC Attribution 3.0 Unported:
You are free to use, adapt and copy, distribute and transmit the work or content in adapted or unchanged form for any legal purpose as long as the work is attributed to the author in the manner specified by the author or licensor.
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2018
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English

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Abstract
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)
Group action Observational study Multiplication sign Maxima and minima Numbering scheme Water vapor Mathematical analysis Plastikkarte Counting Mereology Number Power (physics) Mach's principle Virtual reality Thetafunktion Causality Average Software Utility software Information security Monster group Traffic reporting Physical system Electric generator Wechselseitige Information Core dump Product (business) Arithmetic mean Explosion Ring (mathematics) Network topology Design by contract Information security Form (programming)
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
Point (geometry) Trail Group action Computer-generated imagery Translation (relic) Plastikkarte Graph coloring 2 (number) Data model Medical imaging CNN Data mining Information Office suite Scale (map) Information Compass (drafting) Complex (psychology) Android (robot) Code Core dump Translation (relic) System call 19 (number) Data management Design by contract Data conversion Hill differential equation Right angle Row (database) Address space
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
Standard deviation Prototype Personal identification number Execution unit Summierbarkeit System call Wave packet
Mathematics Email Group action Weight Design by contract Code Software testing Port scanner Plastikkarte Gamma function
Data management Memory card Phase transition Order (biology) Analogy Backup Analytic set Information security Proper map Maß <Mathematik>
Sign (mathematics) Information Personal digital assistant Real number System on a chip
System on a chip Resultant
Web page Facebook Information Solid geometry
Information Projective plane Maxima and minima Measurement Product (business) Twitter CAN bus Inclusion map Facebook Category of being Software Telecommunication Computer cluster Website Right angle Endliche Modelltheorie
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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