mlsanityData to 14 Oct 2026

IPFS - Content Addressed, Versioned, P2P File System

arXiv 1407.3561 ↗First posted 14 Jul 2014cs.NI cs.DCcited by 70

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Abstract (arXiv)

The InterPlanetary File System (IPFS) is a peer-to-peer distributed file system that seeks to connect all computing devices with the same system of files. In some ways, IPFS is similar to the Web, but IPFS could be seen as a single BitTorrent swarm, exchanging objects within one Git repository. In other words, IPFS provides a high throughput content-addressed block storage model, with content-addressed hyper links. This forms a generalized Merkle DAG, a data structure upon which one can build versioned file systems, blockchains, and even a Permanent Web. IPFS combines a distributed hashtable, an incentivized block exchange, and a self-certifying namespace. IPFS has no single point of failure, and nodes do not need to trust each other.

Key facts. Cited by 70 papers in the map (data through 14 Oct 2026). First posted on arXiv 14 Jul 2014.

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Citing papers per year: 2021: 6; 2022: 6; 2023: 17; 2024: 9; 2025: 16; 2026: 16.

70 papers.

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  2. 2023A Survey on Decentralized Federated Learningcited by 27
  3. 2021IPLS : A Framework for Decentralized Federated Learningcited by 26
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  6. 2022Decentral and Incentivized Federated Learning Frameworks: A Systematic Literature Reviewcited by 15
  7. 2021Secure and Efficient Federated Learning Through Layering and Sharding Blockchaincited by 10
  8. 2025Upgrade or Switch: Do We Need a Next-Gen Trusted Architecture for the Internet of AI Agents?cited by 8
  9. 2023DECORAIT -- DECentralized Opt-in/out Registry for AI Trainingcited by 7
  10. 2021Blockchain and Federated Edge Learning for Privacy-Preserving Mobile Crowdsensingcited by 6
  11. 2021Efficient Ring-topology Decentralized Federated Learning with Deep Generative Models for Industrial Artificial Intelligentcited by 5
  12. 2022Survey on the Convergence of Machine Learning and Blockchaincited by 4
38 more
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  4. 2023Blockchain-Empowered Trustworthy Data Sharing: Fundamentals, Applications, and Challengescited by 3
  5. 2023An Overview of AI and Blockchain Integration for Privacy-Preservingcited by 3
  6. 2023Towards Open Federated Learning Platforms: Survey and Vision from Technical and Legal Perspectivescited by 3
  7. 2025AutoDFL: A Scalable and Automated Reputation-Aware Decentralized Federated Learningcited by 3
  8. 2025DAO-Agent: Zero Knowledge-Verified Incentives for Decentralized Multi-Agent Coordinationcited by 3
  9. 2022SoK: Cross-border Criminal Investigations and Digital Evidencecited by 2
  10. 2024Securing Health Data on the Blockchain: A Differential Privacy and Federated Learning Frameworkcited by 2
  11. 2024Blockchain and Artificial Intelligence: Synergies and Conflictscited by 2
  12. 2024Decentralized Intelligence Network (DIN)cited by 2
  13. 2025DIAP: A Decentralized Agent Identity Protocol with Zero-Knowledge Proofs and a Hybrid P2P Stackcited by 2
  14. 2026The Internet of Agentic AI: Communication, Coordination, and Collective Intelligence at Scalecited by 2
  15. 2022Kadabra: Adapting Kademlia for the Decentralized Webcited by 1
  16. 2023Blockchain and Biometrics: Survey, GDPR Analysis, and Future Directionscited by 1
  17. 2023Naeural AI OS -- Decentralized ubiquitous computing MLOps execution enginecited by 1
  18. 2023A Novel IoT Trust Model Leveraging Fully Distributed Behavioral Fingerprinting and Secure Delegationcited by 1
  19. 2023Web3 Meets AI Marketplace: Exploring Opportunities, Analyzing Challenges, and Suggesting Solutionscited by 1
  20. 2023A Survey of Blockchain, Artificial Intelligence, and Edge Computing for Web 3.0cited by 1
  21. 2024GeoWATCH for Detecting Heavy Construction in Heterogeneous Time Series of Satellite Imagescited by 1
  22. 2025UnifyFL: Enabling Decentralized Cross-Silo Federated Learningcited by 1
  23. 2025Web3 x AI Agents: Landscape, Integrations, and Foundational Challengescited by 1
  24. 2025Blockchain-Enabled Federated Learningcited by 1
  25. 2025LiveVectorLake: A Real-Time Versioned Knowledge Base Architecture for Streaming Vector Updates and Temporal Retrievalcited by 1
  26. 2026MedBeads: An AI-Native Clinical Context Graph Built from Immutable Beads and Reconstructable Clinical Linkscited by 1
  27. 2026Traxia: A Framework for Verifiable, Agent-Native Scientific Publishingcited by 1
  28. 2026Crypto x AI, AI x Crypto: A Surveycited by 1
  29. 2021Measuring the Impact of Blockchain and Smart Contract on Construction Supply Chain Visibilitycited by 0
  30. 2021Training Massive Deep Neural Networks in a Smart Contract: A New Hopecited by 0
  31. 2022Cognitive Ledger Project: Towards Building Personal Digital Twins Through Cognitive Blockchaincited by 0
  32. 2022Leveraging Centric Data Federated Learning Using Blockchain For Integrity Assurancecited by 0
  33. 2023Scalable Data Point Valuation in Decentralized Learningcited by 0
  34. 2023A Blockchain-based Platform for Reliable Inference and Training of Large-Scale Modelscited by 0
  35. 2023Decentralized Technologies for AI Hubscited by 0
  36. 2023PredictChain: Empowering Collaboration and Data Accessibility for AI in a Decentralized Blockchain-based Marketplacecited by 0
  37. 2023OmniLingo: Listening- and speaking-based language learningcited by 0
  38. 2023FLoW3 -- Web3 Empowered Federated Learningcited by 0

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