Awesome-Privacy-Computing-in-Metaverse

A collection of papers and implementations for privacy computing in the metaverse.

• Awesome Privacy Computing in Metaverse
  • Survey
  • Federated Learning in Metaverse
  • Differential Privacy in Metaverse
  • Secure Multi-Party Computing in Metaverse
    • Homomorphic Encryption in Metaverse
    • Zero-Knowledge Proofs in Metaverse
  • Trusted Execution Environment in Metaverse
  • Other Privacy-Enhanced Methods in Metaverse
  • Datasets
  • Tools

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Metaverse Applications and Privacy Concerns

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Awesome Privacy Computing in Metaverse

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Survey

Paper Title	Venue	Year	Materials
Privacy Computing Meets Metaverse: Necessity, Taxonomy and Challenges	Ad Hoc Networks	2024	[Paper] [Code]

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Federated Learning in Metaverse

Paper Title	Venue	Year	Method	Materials
Resource Allocation of Federated Learning for the Metaverse with Mobile Augmented Reality	IEEE Transactions on Wireless Communications	2023	Zhou et al.	[Paper]
HFedMS: Heterogeneous Federated Learning with Memorable Data Semantics in Industrial Metaverse	IEEE Transactions on Cloud Computing	2023	HFedMS	[Paper] [Code]
Cooperative Federated Learning and Model Update Verification in Blockchain-Empowered Digital Twin Edge Networks	IOTJ	2022	Jiang et al.	[Paper]

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Differential Privacy in Metaverse

Paper Title	Venue	Year	Method	Materials
LDP-Based Social Content Protection for Trending Topic Recommendation	IOTJ	2021	GCFM	[Paper]
Privacy-Preserving Data Aggregation for Mobile Crowdsensing with Externality: An Auction Approach	IEEE/ACM Transactions on Networking	2023	DPDA & EDPDA	[Paper]
Going Incognito in the Metaverse: Achieving Theoretically Optimal Privacy-Usability Tradeoffs in VR	UIST	2023	MetaGuard	[Paper] [Code]

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Secure Multi-Party Computing in Metaverse

Homomorphic Encryption in Metaverse

Paper Title	Venue	Year	Method	Materials
ARMOR: A Secure Combinatorial Auction for Heterogeneous Spectrum	IEEE Transactions on Mobile Computing	2018	ARMOR	[Paper]
Privacy‐preserving Federated Learning based on Multi‐key Homomorphic Encryption	International Journal of Intelligent Systems	2022	xMK‐CKKS	[Paper] [Code]

Zero-Knowledge Proofs in Metaverse

Paper Title	Venue	Year	Method	Materials
Self-Sovereign Identity for Trust and Interoperability in the Metaverse	UIC-ATC	2022	SSI + Blockchain	[Paper]
Bringing Data Minimization to Digital Wallets at Scale with General-purpose Zero-knowledge proofs	arxiv	2023	zk-SNARK for digital wallets	[Paper]

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Trusted Execution Environment in Metaverse

Paper Title	Venue	Year	Method	Materials
CataBEEM: Integrating latent interaction categories in node-wise community detection models for network data	High-Confidence Computing	2023	Xu et al.	[Paper]
Extending On-chain Trust to Off-chain – Trustworthy Blockchain Data Collection using Trusted Execution Environment (TEE)	IEEE Transactions on Computers	2022	Liu et al.	[Paper] [Code]

Other Privacy-Enhanced Methods in Metaverse

Paper Title	Venue	Year	Method	Materials

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Datasets

• xxx: url

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Tools

• xxx: url

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Disclaimer

If you have any questions, please feel free to contact us. Emails: [email protected]