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Модель глубокого обучения на основе блокчейна для интеллектуальной образовательной среды

Comparative Validation of Traditional Learning Management Systems (LMS) and Proposed Blockchain Framework

Feature

Learning Management Systems (LMS)

Proposed Blockchain Framework

Ownership Tracking

Weak

Strong

Transparency

Limited

Full

Revenue Automation

Manual

Smart-contract based

Tamper Resistance

Low

High

Intermediaries

Required

Eliminated

Royalty Distribution

Limited

Automated

Traceability

Partial

Immutable

Access Verification

Centralized

Decentralized

Content Integrity

Vulnerable

Cryptographically Secured

Trust Mechanism

Institution-dependent

Blockchain Consensus