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- W3131892138 abstract "Explainable Artificial Intelligence (XAI) generates explanations which are used by regulators to audit the responsibility in case of any catastrophic failure. These explanations are currently stored in centralized systems. However, due to lack of security and traceability in centralized systems, the respective owner may temper the explanations for his convenience in order to avoid any penalty. Nowadays, Blockchain has emerged as one of the promising technologies that might overcome the security limitations. Hence, in this paper, we propose a novel Blockchain based framework for proof-of-authenticity pertaining to XAI decisions. The framework stores the explanations in InterPlanetary File System (IPFS) due to storage limitations of Ethereum Blockchain. Further, a Smart Contract is designed and deployed in order to supervise the storage and retrieval of explanations from Ethereum Blockchain. Furthermore, to induce cryptographic security in the network, an explanation's hash is calculated and stored in Blockchain too. Lastly, we perform the cost and security analysis of our proposed system." @default.
- W3131892138 created "2021-03-01" @default.
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- W3131892138 date "2021-01-05" @default.
- W3131892138 modified "2023-09-28" @default.
- W3131892138 title "Blockchain based audit trailing of XAI decisions: Storing on IPFS and Ethereum Blockchain" @default.
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- W3131892138 doi "https://doi.org/10.1109/comsnets51098.2021.9352908" @default.
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