Paper Citation Record · LEDGER

LLM-Net: Democratizing LLMs-as-a-Service through Blockchain-based Expert Networks

As of 16 August 2026, this Paper Citation Record lists 17 of 17 outbound references and 2 inbound Pith citation observations for arXiv:2501.07288.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2501.07288 v2

Coverage vector

measured 17 of 17 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T20:48:06.734861Z

measured 19 of 19 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T10:42:26.838781Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-08-05T15:26:34.278042Z

Reference resolution

17 of 17 outbound references displayed

verified exact1
verified fuzzy9
unresolved7
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 34f68f2b-6e99-4472-b056-4f37fba4c16f · outbound

This paper cites Language Models are Few-Shot Learners.

LLM-Net: Democratizing LLMs-as-a-Service through Blockchain-based Expert Networks Language Models are Few-Shot Learners

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-10T20:48:06.038123Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f1199c7-93b4-4b6a-a05a-2bfb8e24684f · outbound

This paper cites Attention is all you need,.

LLM-Net: Democratizing LLMs-as-a-Service through Blockchain-based Expert Networks Attention is all you need,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:48:08.455062Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation e231ae8e-237f-4409-8e05-6b5d9ce7c526 · outbound

This paper cites Position: Will we run out of data? limits of LLM scaling based on human-generated data,.

LLM-Net: Democratizing LLMs-as-a-Service through Blockchain-based Expert Networks Position: Will we run out of data? limits of LLM scaling based on human-generated data,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:48:08.285816Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 8fa5c676-6e6a-4f31-bfe1-05a84a447051 · outbound

This paper cites Retrieval-Augmented Generation for Large Language Models: A Survey.

LLM-Net: Democratizing LLMs-as-a-Service through Blockchain-based Expert Networks Retrieval-Augmented Generation for Large Language Models: A Survey

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-10T20:48:06.184902Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c7e6893-b358-42c0-b326-fc83531be415 · outbound

This paper cites The Curious Case of Neural Text Degeneration.

LLM-Net: Democratizing LLMs-as-a-Service through Blockchain-based Expert Networks The Curious Case of Neural Text Degeneration

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-10T20:48:06.215935Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a89d6242-5b3d-4898-a239-2b48662703ef · outbound

This paper cites Biobert: a pre- trained biomedical language representation model for biomedical text mining,.

LLM-Net: Democratizing LLMs-as-a-Service through Blockchain-based Expert Networks Biobert: a pre- trained biomedical language representation model for biomedical text mining,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:48:08.177313Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 85e0c0e3-c5ff-4971-8ec3-74f3c85aa736 · outbound

This paper cites Retrieval-augmented generation for knowledge-intensive nlp tasks,.

LLM-Net: Democratizing LLMs-as-a-Service through Blockchain-based Expert Networks Retrieval-augmented generation for knowledge-intensive nlp tasks,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:48:08.095020Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation afa92467-55e0-45d8-aef2-2133fbb77bed · outbound

This paper cites A Practical Survey on Zero-shot Prompt Design for In-context Learning.

LLM-Net: Democratizing LLMs-as-a-Service through Blockchain-based Expert Networks A Practical Survey on Zero-shot Prompt Design for In-context Learning

Reference 8

Resolution: verified exact; local_arxiv, observed 2026-08-10T20:48:07.396297Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation cd9e02cf-6817-491a-9282-3c495f00576a · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large language models,.

LLM-Net: Democratizing LLMs-as-a-Service through Blockchain-based Expert Networks Chain-of-thought prompting elicits reasoning in large language models,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:48:08.007953Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation d166df4b-1db9-4702-a637-d5e888015aa4 · outbound

This paper cites A Survey on Mixture of Experts in Large Language Models.

LLM-Net: Democratizing LLMs-as-a-Service through Blockchain-based Expert Networks A Survey on Mixture of Experts in Large Language Models

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-10T20:48:06.404905Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2658d721-531d-439a-a7d3-1cfc2cd24179 · outbound

This paper cites Improving Factuality and Reasoning in Language Models through Multiagent Debate.

LLM-Net: Democratizing LLMs-as-a-Service through Blockchain-based Expert Networks Improving Factuality and Reasoning in Language Models through Multiagent Debate

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-10T20:48:06.443141Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9d7db025-8b42-4c10-ba7b-29c20da08766 · outbound

This paper cites Encouraging Divergent Thinking in Large Language Models through Multi-Agent Debate.

LLM-Net: Democratizing LLMs-as-a-Service through Blockchain-based Expert Networks Encouraging Divergent Thinking in Large Language Models through Multi-Agent Debate

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-10T20:48:06.484753Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 75f25c11-88e8-40b3-ab12-35fa15d7b665 · outbound

This paper cites Should we be going MAD? a look at multi-agent debate strategies for LLMs,.

LLM-Net: Democratizing LLMs-as-a-Service through Blockchain-based Expert Networks Should we be going MAD? a look at multi-agent debate strategies for LLMs,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:48:07.916478Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 8a85ec0a-fbc9-4a86-b4ff-725e43dcb44d · outbound

This paper cites An overview of blockchain technology: applica- tions, challenges and future trends,.

LLM-Net: Democratizing LLMs-as-a-Service through Blockchain-based Expert Networks An overview of blockchain technology: applica- tions, challenges and future trends,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:48:07.816738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation d67ef8b1-084a-48fa-ad93-84274621a3fc · outbound

This paper cites Blockchains and smart contracts for the internet of things,.

LLM-Net: Democratizing LLMs-as-a-Service through Blockchain-based Expert Networks Blockchains and smart contracts for the internet of things,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:48:07.751816Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation bdf7e166-f25a-454a-ac06-c9ebe4a6d71c · outbound

This paper cites Blockchain-based Smart Contracts: A Systematic Mapping Study.

LLM-Net: Democratizing LLMs-as-a-Service through Blockchain-based Expert Networks Blockchain-based Smart Contracts: A Systematic Mapping Study

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-10T20:48:06.694818Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34d66709-cba2-4a6d-85ce-439d729f0b46 · outbound

This paper cites Blockchain technology in supply chain operations: Applications, challenges and research opportunities,.

LLM-Net: Democratizing LLMs-as-a-Service through Blockchain-based Expert Networks Blockchain technology in supply chain operations: Applications, challenges and research opportunities,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:48:07.674750Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Pith citing papers

Observation 90aa355a-b00b-4a5e-9152-4b5ff9933505 · inbound

Proof of Useful Intelligence (PoUI): Blockchain Consensus Beyond Energy Waste cites this paper.

Proof of Useful Intelligence (PoUI): Blockchain Consensus Beyond Energy Waste LLM-Net: Democratizing LLMs-as-a-Service through Blockchain-based Expert Networks

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-16T10:42:26.838781Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 24b319e0-f6b1-4639-b678-79686c5c7dfd · inbound

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey cites this paper.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey LLM-Net: Democratizing LLMs-as-a-Service through Blockchain-based Expert Networks

Reference 32

Resolution: verified exact; local_arxiv, observed 2026-08-05T15:26:34.281310Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.