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This paper presents a decentralized marketplace enabling AI model merging, fine-tuning, and secure exchange using parameter fusion algorithms (SLERP, TIES, DARE, DARE-TIES, Task Arithmetic) to create domain-specific systems beyond traditional ensembles [19]. The platform democratizes AI access through model operations and compute exchange, fostering community-driven innovation [15]. This study assesses decentralized storage options, such as Lighthouse and Filecoin, to enable secure and tamper-resistant hosting of models [26, 31].

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Decentralized Marketplace for Large Language Model Merging, Buying Models, Selling Models, Fine-Tuning of Models

  • 会议论文

  • 发表日期：

    2026年

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  • Jaskanwar Singh,
  • Varun Sharma

摘要

This paper presents a decentralized marketplace enabling AI model merging, fine-tuning, and secure exchange using parameter fusion algorithms (SLERP, TIES, DARE, DARE-TIES, Task Arithmetic) to create domain-specific systems beyond traditional ensembles [19]. The platform democratizes AI access through model operations and compute exchange, fostering community-driven innovation [15]. This study assesses decentralized storage options, such as Lighthouse and Filecoin, to enable secure and tamper-resistant hosting of models [26, 31].