Viz: A QLoRA-based Copyright Marketplace for Legally Compliant Generative AI
Dec 1, 2023·
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1 min read

Dipankar Sarkar
This paper introduces Viz, a novel marketplace framework that leverages QLoRA (Quantized Low-Rank Adaptation) to enable copyright-compliant generative AI systems. We present a technical solution for tracking and managing intellectual property rights in AI-generated content while maintaining model efficiency through quantization.
The system proposes a three-tier architecture:
- A QLoRA-based fine-tuning mechanism that preserves copyright attribution
- A blockchain-based marketplace for trading and tracking usage rights
- An automated compliance verification system
Our experimental results demonstrate that Viz can reduce unauthorized content generation by 94% while maintaining model performance within 2% of the baseline. The framework provides a practical solution for artists, content creators, and AI developers to collaborate within a legally sound ecosystem.