Guixu: Valuation-Driven Data Discovery for Autonomous AI Agents with On-Chain Attestation
Summary: Guixu replaces keyword retrieval with task-aware, budget-constrained dataset valuation via proxy-label propagation and multi-round knapsack optimization. Agentic payments plus on-chain market and attestation signals enable verifiable procurement and trustworthy feedback. (summarized by gpt-5.6-luna on Aug 28 2026)
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Authors
- 1. Yifan Wu (Zhejiang University)
- 2. Yuchen Peng (Zhejiang University)
- 3. Jiaqi Chai (Zhejiang University)
- 4. Yufei Qian (Zhejiang University)
- 5. Xilin Li (Zhejiang University)
- 6. Ke Chen (Zhejiang University)
- 7. Lidan Shou (Hangzhou High-Tech Zone (Binjiang) Institute of Blockchain and Data Security; State Key Laboratory of Blockchain and Data Security; Zhejiang University)
BibTeX Citation
@article{wu_vldb26,
title = {{Guixu: Valuation-Driven Data Discovery for Autonomous AI Agents with On-Chain Attestation}},
author = {Wu, Yifan and Peng, Yuchen and Chai, Jiaqi and Qian, Yufei and Li, Xilin and Chen, Ke and Shou, Lidan},
journal = {PVLDB},
series = {{VLDB} '26},
volume = {19},
number = {12},
pages = {4562--4565},
doi = {10.14778/3827998.3828066},
url = {https://doi.org/10.14778/3827998.3828066},
year = {2026}
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