What is recorded here?
Split pretrained model blocks across volunteer server chains, with client-managed embeddings, session caches, routing/failover and parameter-efficient adaptation interfaces.
Source-linked catalogue note. A detailed explanatory guide has not yet been prepared for this entry.
Scientific scope
Assumes parties trusted with client data and inherits pipeline parallelism/quantization/adapters; not cryptographic privacy or Byzantine correctness. Performance depends on network, server availability and workload.
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People and systems
Alexander Borzunov; Dmitry Baranchuk; Tim Dettmers; Max Ryabinin; Younes Belkada; Artem Chumachenko; Pavel Samygin; Colin Raffel
Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.
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English catalogue narrative
Petals: pipeline inference and adaptation across contributed servers
Split pretrained model blocks across volunteer server chains, with client-managed embeddings, session caches, routing/failover and parameter-efficient adaptation interfaces.
Scientific scope
Assumes parties trusted with client data and inherits pipeline parallelism/quantization/adapters; not cryptographic privacy or Byzantine correctness. Performance depends on network, server availability and workload.
Reading status
This is a source-linked WRS catalogue note. A full explanatory guide and independent scientific reconstruction have not been completed for this entry. Read the identified original work for its complete narrative and arguments.
People and systems
Alexander Borzunov; Dmitry Baranchuk; Tim Dettmers; Max Ryabinin; Younes Belkada; Artem Chumachenko; Pavel Samygin; Colin Raffel
Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.