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Pirate Face Rescues LLM Models from Deletion

Hacker News Top ↗ · 2026-09-20 Cached

Pirate Face is a decentralized peer-to-peer infrastructure that mirrors open AI models from Hugging Face as torrents to ensure permanence and censorship resistance, with checksum verification for integrity.

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#p2p-network

Convergence Theory of Knowledge Distillation in Asynchronous P2P Gossip Learning Network

arXiv cs.LG ↗ · 2026-09-03 Cached

This paper provides convergence theory for knowledge distillation in asynchronous peer-to-peer gossip learning networks, demonstrating that it contracts function disagreement and analyzing theoretical convergence rates.

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