Paper Citation Record · LEDGER

Incentivised Orchestrated Training Architecture (IOTA): A Technical Primer for Release

As of 9 August 2026, this Paper Citation Record lists 24 of 24 outbound references and 0 inbound Pith citation observations for arXiv:2507.17766.

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

pith.paper-citation-record.v1
2507.17766 v1

Coverage vector

measured 24 of 24 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T16:57:12.934542Z

measured 24 of 24 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

24 of 24 outbound references displayed

verified exact0
verified fuzzy16
unresolved8
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5c7fc609-e73d-4dff-9ba5-7c089a7f0fd7 · outbound

This paper cites LLM pretraining: The use-case blockchain has been waiting for?, 2024.

Incentivised Orchestrated Training Architecture (IOTA): A Technical Primer for Release LLM pretraining: The use-case blockchain has been waiting for?, 2024

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:57:15.414385Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f9f5e0aa-e96b-4762-b244-07640dc05988 · outbound

This paper cites Sparse Communication for Distributed Gradient Descent.

Incentivised Orchestrated Training Architecture (IOTA): A Technical Primer for Release Sparse Communication for Distributed Gradient Descent

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T16:57:11.458488Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 42d52f2f-51b1-4258-95d6-246e161bc654 · outbound

This paper cites Bittensor: A peer-to-peer intelligence market, 2023.

Incentivised Orchestrated Training Architecture (IOTA): A Technical Primer for Release Bittensor: A peer-to-peer intelligence market, 2023

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:57:15.261728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b31e0c05-6acb-4c52-a734-d648df7b9e62 · outbound

This paper cites Machine learning with adversaries: Byzantine tolerant gradient descent.

Incentivised Orchestrated Training Architecture (IOTA): A Technical Primer for Release Machine learning with adversaries: Byzantine tolerant gradient descent

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:57:15.193206Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6bc42e88-1e51-4681-96f2-b55bb23245b4 · outbound

This paper cites Aggregathor: Byzantine machine learning via robust gradient aggregation.

Incentivised Orchestrated Training Architecture (IOTA): A Technical Primer for Release Aggregathor: Byzantine machine learning via robust gradient aggregation

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:57:15.062442Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e4d723bc-74e8-4026-893b-ec5c858a7229 · outbound

This paper cites Rusu, Rachita Chhaparia, Yani Donchev, Adhiguna Kuncoro, Marc’Aurelio Ranzato, Arthur Szlam, and Jiajun Shen.

Incentivised Orchestrated Training Architecture (IOTA): A Technical Primer for Release Rusu, Rachita Chhaparia, Yani Donchev, Adhiguna Kuncoro, Marc’Aurelio Ranzato, Arthur Szlam, and Jiajun Shen

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:57:14.968165Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5b44960e-fce8-4887-a912-0b6017272ed1 · outbound

This paper cites Secure distributed training at scale.

Incentivised Orchestrated Training Architecture (IOTA): A Technical Primer for Release Secure distributed training at scale

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:57:14.848770Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1a59730e-23ed-4430-b1b1-2ca7a9903e0e · outbound

This paper cites The llama 3 herd of models, 2024.

Incentivised Orchestrated Training Architecture (IOTA): A Technical Primer for Release The llama 3 herd of models, 2024

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:57:14.744439Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation da1f3516-6465-49d8-9111-ff026ae9b4bf · outbound

This paper cites Intellect-1: Decentralised large-model training, 2024.

Incentivised Orchestrated Training Architecture (IOTA): A Technical Primer for Release Intellect-1: Decentralised large-model training, 2024

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:57:14.642460Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f4634134-6b53-4c7d-a76e-64007e00d7de · outbound

This paper cites an unresolved cited work.

Incentivised Orchestrated Training Architecture (IOTA): A Technical Primer for Release Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-06T16:57:14.515421Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 96bff333-4fae-4a72-8327-c94ed92b7df5 · outbound

This paper cites The fineweb datasets: Decanting the web for the finest text data at scale.

Incentivised Orchestrated Training Architecture (IOTA): A Technical Primer for Release The fineweb datasets: Decanting the web for the finest text data at scale

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:57:14.424107Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c5e64996-cdec-4c57-bc51-6884fa5cca97 · outbound

This paper cites Adil, and Esteban La Rocca.

Incentivised Orchestrated Training Architecture (IOTA): A Technical Primer for Release Adil, and Esteban La Rocca

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:57:14.331539Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 0f4547d1-bf24-4dee-b7b7-4189a342974b · outbound

This paper cites Kakade, and Zaid Harchaoui.

Incentivised Orchestrated Training Architecture (IOTA): A Technical Primer for Release Kakade, and Zaid Harchaoui

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T16:57:12.345133Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 71b63b12-719a-4b3f-9743-58aa076826e4 · outbound

This paper cites Packt Publishing Ltd, 2021.

Incentivised Orchestrated Training Architecture (IOTA): A Technical Primer for Release Packt Publishing Ltd, 2021

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:57:14.212521Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 2b8acc4a-88a1-4965-b4b9-1215f3ff3bb7 · outbound

This paper cites Swarm parallelism: Training large models can be surprisingly communication-efficient.

Incentivised Orchestrated Training Architecture (IOTA): A Technical Primer for Release Swarm parallelism: Training large models can be surprisingly communication-efficient

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T16:57:12.472212Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 083e1589-8d20-43be-8348-79c24623ae8b · outbound

This paper cites Moshpit SGD: Communication-Efficient Decentralized Training on Heterogeneous Unreliable Devices.

Incentivised Orchestrated Training Architecture (IOTA): A Technical Primer for Release Moshpit SGD: Communication-Efficient Decentralized Training on Heterogeneous Unreliable Devices

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T16:57:12.475203Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc06ebbf-b773-4d23-890b-4bc3b3015f89 · outbound

This paper cites A value for n-person games.

Incentivised Orchestrated Training Architecture (IOTA): A Technical Primer for Release A value for n-person games

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T16:57:12.507131Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 19887ad3-cf9b-4dd7-a4e4-1a114169e052 · outbound

This paper cites an unresolved cited work.

Incentivised Orchestrated Training Architecture (IOTA): A Technical Primer for Release Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-06T16:57:14.055090Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 4d9106c2-0af7-4e37-9c6c-48d183426f03 · outbound

This paper cites Templar-i: Trustless distributed training for 1b-parameter language models, 2024.

Incentivised Orchestrated Training Architecture (IOTA): A Technical Primer for Release Templar-i: Trustless distributed training for 1b-parameter language models, 2024

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:57:13.899173Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8b1fa294-f184-44c3-be86-0c9015742bfc · outbound

This paper cites Byzantine-robust distributed learning: Towards optimal statistical rates.

Incentivised Orchestrated Training Architecture (IOTA): A Technical Primer for Release Byzantine-robust distributed learning: Towards optimal statistical rates

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:57:13.734144Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation bdcdd762-bfd6-4f10-89f4-edb545e29103 · outbound

This paper cites Butterfly mixing: Accelerating incremental-update algorithms on clusters.CoRR, 2013.

Incentivised Orchestrated Training Architecture (IOTA): A Technical Primer for Release Butterfly mixing: Accelerating incremental-update algorithms on clusters.CoRR, 2013

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:57:13.598628Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 82e0bb95-0b03-4028-a988-aa5d0eaf7e7f · outbound

This paper cites , N}be the set of miners in the distributed training system, arranged into layers.

Incentivised Orchestrated Training Architecture (IOTA): A Technical Primer for Release , N}be the set of miners in the distributed training system, arranged into layers

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:57:13.459441Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f9845081-d9e3-4682-807e-b432379e73a5 · outbound

This paper cites an unresolved cited work.

Incentivised Orchestrated Training Architecture (IOTA): A Technical Primer for Release Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-06T16:57:13.277475Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d6c8e2f3-0039-4ba4-b94b-a34578a37354 · outbound

This paper cites , T} whereπ k is the set of miners that processed samplek, andℓ k is the resulting loss.

Incentivised Orchestrated Training Architecture (IOTA): A Technical Primer for Release , T} whereπ k is the set of miners that processed samplek, andℓ k is the resulting loss

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:57:13.113163Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Pith citing papers

No inbound Pith citation observations are available.