ZK-Value is a practical ZK system for verifiable Shapley-value data valuation using LSH approximations and optimized proofs that matches baseline quality while generating proofs in seconds to minutes.
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MMP-Refer augments LLMs with multimodal retrieval paths and a trainable collaborative adapter to produce more accurate and explainable recommendations.
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ZK-Value: A Practical Zero-Knowledge System for Verifiable Data Valuation
ZK-Value is a practical ZK system for verifiable Shapley-value data valuation using LSH approximations and optimized proofs that matches baseline quality while generating proofs in seconds to minutes.
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MMP-Refer: Multimodal Path Retrieval-augmented LLMs For Explainable Recommendation
MMP-Refer augments LLMs with multimodal retrieval paths and a trainable collaborative adapter to produce more accurate and explainable recommendations.