Dynamic Smart Contract Security and Verification System Using Capsule Networks, Autoencoders, and GANs
Summary
The USPTO published patent application US20260100856A1, filed July 17, 2025, covering a dynamic smart contract security and verification system using capsule networks, autoencoders, and generative adversarial networks (GANs). The system includes an autoencoder for preprocessing smart contract code, a capsule network for analyzing hierarchical code relationships and dependencies, and a GAN for generating routing coefficients to enhance analysis efficiency. The system continuously monitors smart contracts for anomalies during execution on a blockchain platform.
What changed
The USPTO published patent application US20260100856A1 for a smart contract security system using capsule networks, autoencoders, and generative adversarial networks. The system preprocesses smart contract code, analyzes hierarchical code relationships, generates optimal routing coefficients via a GAN, and continuously monitors contracts for anomalies during blockchain execution.
Technology companies and blockchain developers should monitor this published application as it establishes a priority date for the claimed invention. The patent may indicate emerging trends in AI-driven smart contract security solutions.
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- Monitor for updates on patent application status
Archived snapshot
Apr 11, 2026GovPing captured this document from the original source. If the source has since changed or been removed, this is the text as it existed at that time.
DYNAMIC SMART CONTRACT SECURITY AND VERIFICATION SYSTEM USING CAPSULE NETWORKS, AUTOENCODERS, AND GENERATIVE ADVERSARIAL NETWORKS
Application US20260100856A1 Kind: A1 Apr 09, 2026
Inventors
John A Fortkort
Abstract
A system is provided for dynamic analysis and verification of smart contracts. The system includes an autoencoder configured to preprocess smart contract code to reduce noise and highlight critical features; a capsule network configured to analyze the preprocessed smart contract code, capturing hierarchical relationships and dependencies within the code; a generative adversarial network (GAN) configured to generate optimal routing coefficients for the capsule network, enhancing the efficiency and accuracy of the analysis; and a blockchain-based platform for deploying and executing smart contracts, wherein the platform utilizes the capsule network to continuously monitor the smart contracts for anomalies during execution.
CPC Classifications
H04L 9/50 H04L 9/3221 H04L 63/1433
Filing Date
2025-07-17
Application No.
19273023
Named provisions
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