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Paper Citation Record · LEDGER

Towards Decentralized and Sustainable Foundation Model Training with the Edge

As of 7 August 2026, this Paper Citation Record lists 100 of 113 outbound references and 0 inbound Pith citation observations for arXiv:2507.01803.

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

pith.paper-citation-record.v1
2507.01803 v1

Coverage vector

measured 100 of 113 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T20:49:21.779583Z

measured 100 of 100 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

100 of 113 outbound references displayed

  • verified exact1
  • verified fuzzy15
  • unresolved84
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 93303c2f-a3df-498f-b80c-f8adbad5522f · outbound

This paper cites an unresolved cited work.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Unresolved cited work

Reference 1

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:49:00.922514Z digest=sha256:1416e3be6635a05a463bd112c1add413c1890dc4dd80fbd4da75a3ea441d5ec6

Observation ff8a09b7-51a2-46d2-94b5-a68c28fa37ba · outbound

This paper cites an unresolved cited work.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Unresolved cited work

Reference 2

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source=pdf_text observed=2026-08-06T20:49:01.060526Z digest=sha256:90c670234fd47789a1488fb0857a117bb32b28337af400ac9a6c396109e5fa28

Observation 5d751102-191c-4315-ae65-c6df718fd539 · outbound

This paper cites an unresolved cited work.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Unresolved cited work

Reference 3

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:49:01.217736Z digest=sha256:149646a462223a05a536b7f8c1580972f069dec8f23ee807031740fa348a3ece

Observation 192f7579-88d9-4788-9c54-4bebfcb76544 · outbound

This paper cites Anderson.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Anderson

Reference 4

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source=pdf_text observed=2026-08-06T20:49:01.379432Z digest=sha256:d912d377d1a801f4626e7357ba4f0108795695ddb45c1c207b881c88442aeb0b

Observation 5a162d1d-133c-4cad-8f5e-7acc48584095 · outbound

This paper cites Anderson, Carl Christensen, and Bruce Allen.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Anderson, Carl Christensen, and Bruce Allen

Reference 5

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source=pdf_text observed=2026-08-06T20:49:01.517652Z digest=sha256:c98c73192aad6b232badf53bb8c287159569c74de15bc4201705f56da100ff78

Observation 85666685-1633-47d7-bca6-6cb0c605e8b8 · outbound

This paper cites Anderson, Jeff Cobb, Eric Korpela, Matt Lebofsky, and Dan Werthimer.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Anderson, Jeff Cobb, Eric Korpela, Matt Lebofsky, and Dan Werthimer

Reference 6

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:49:01.700096Z digest=sha256:151c36c65a89418fe369deecb6ba1abc30e5510a8720ff9148fed0e884fe02a3

Observation 00627497-0b08-4d0f-be99-26d9563cc3ab · outbound

This paper cites Carbontracker: Tracking and Predicting the Carbon Footprint of Training Deep Learning Models.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Carbontracker: Tracking and Predicting the Carbon Footprint of Training Deep Learning Models

Reference 7

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:49:02.026851Z digest=sha256:0439312334a662719a4177699b985e26fcc40cbf9a156c464624c37f9b43a0a1

Observation a99007e4-0847-451e-b2d0-c0fe2b29e274 · outbound

This paper cites an unresolved cited work.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Unresolved cited work

Reference 8

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source=pdf_text observed=2026-08-06T20:49:02.142008Z digest=sha256:23e01d4c0f2cf027af816ed888f0bade5f9e70d4ee2111ec3f7cd7985a105000

Observation 1d990c39-5ce7-4bf7-8c35-4b52e677ef68 · outbound

This paper cites an unresolved cited work.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Unresolved cited work

Reference 9

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:49:02.283034Z digest=sha256:83b22cc3a0e0d627fba98a5a81a19b5509af05f4c82ee27b966744378e14f4f4

Observation c1c104f4-16e2-473d-a7fc-da0b41c7b038 · outbound

This paper cites an unresolved cited work.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Unresolved cited work

Reference 10

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:49:02.429652Z digest=sha256:80728dc0ff8ef8a56036ad4ed0841bdf23e54755d65f4a7751835fba998ea0e9

Observation fc5c3598-767d-4219-891b-af2e017430b9 · outbound

This paper cites Arslan, Indrajeet Singh, Shailendra Singh, Harsha V.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Arslan, Indrajeet Singh, Shailendra Singh, Harsha V

Reference 11

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source=pdf_text observed=2026-08-06T20:49:02.637193Z digest=sha256:52448cad1cb5fbde41199e22549590043bc5fc3a519a418b4d1188713c9c2c10

Observation 8319bc38-200e-446b-b760-04cddd6d9e40 · outbound

This paper cites an unresolved cited work.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Unresolved cited work

Reference 12

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source=pdf_text observed=2026-08-06T20:49:02.794563Z digest=sha256:d2fe23028a2e92bcf87b9101cbd6e0c4de9207b954a9856a6ef9b6e3ad01a703

Observation 751341de-0e0b-47c1-83b0-ee0d126f803e · outbound

This paper cites Qwen2.5-VL Technical Report.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Qwen2.5-VL Technical Report

Reference 13

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source=pdf_text observed=2026-08-06T20:49:02.937684Z digest=sha256:34800cebbb5295bffb24cc9a5228cbd204789722db90738f2fe01652269d863f

Observation bf4ccbea-683c-4fc6-8a2f-a2ba0d47c7f0 · outbound

This paper cites Bartoldson, Bhavya Kailkhura, and Davis W.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Bartoldson, Bhavya Kailkhura, and Davis W

Reference 14

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source=pdf_text observed=2026-08-06T20:49:03.038598Z digest=sha256:715cdc1edb8130a786f1bf76f3046cf6332f01507c7e716d0588a0ba74226bd5

Observation fd01fd86-751c-4a8c-b58e-4c10f42bd969 · outbound

This paper cites an unresolved cited work.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Unresolved cited work

Reference 15

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:49:03.123712Z digest=sha256:7c27569b3ddc88ae12ae4a49032b92294e52e224c20d2fa7435fa5588f3f0700

Observation 8728f396-232a-4a67-98b0-c17bb07d7afa · outbound

This paper cites On the Opportunities and Risks of Foundation Models.

Towards Decentralized and Sustainable Foundation Model Training with the Edge On the Opportunities and Risks of Foundation Models

Reference 16

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source=pdf_text observed=2026-08-06T20:49:03.268707Z digest=sha256:0db68ea78ccd6b0de03870fc06da27351660ba3121a530492a52eeb461914f45

Observation e41344cb-3551-441e-a33c-1081b2274034 · outbound

This paper cites an unresolved cited work.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Unresolved cited work

Reference 17

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source=pdf_text observed=2026-08-06T20:49:03.426804Z digest=sha256:3275e06a81a28aa777f50d01467bd174efe202ad3958e75aef29a07aaee9323e

Observation 22fbdd7d-ee35-4544-b3af-143a07b482d6 · outbound

This paper cites an unresolved cited work.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Unresolved cited work

Reference 18

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source=pdf_text observed=2026-08-06T20:49:03.584750Z digest=sha256:a24c34b535e461c023b1e536e37cb5206635b7a9567acc269510398b9e0ab545

Observation 16abe4fb-6773-43a8-9c6a-6492fb57d93a · outbound

This paper cites an unresolved cited work.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Unresolved cited work

Reference 19

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source=pdf_text observed=2026-08-06T20:49:03.728918Z digest=sha256:9b38146ded3d914706c5d09745f6806f392f9da98a6ef009edee113a0321e914

Observation df762251-3e83-4489-8279-b544eda333fa · outbound

This paper cites an unresolved cited work.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Unresolved cited work

Reference 20

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source=pdf_text observed=2026-08-06T20:49:03.917776Z digest=sha256:7c9dd6efb85914ec595b49cf746affd7ca25738388591b9dc4ba9fa3b93ee0b3

Observation a85995d5-0a84-49ca-8f0c-4f277ecd5b8b · outbound

This paper cites an unresolved cited work.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Unresolved cited work

Reference 21

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source=pdf_text observed=2026-08-06T20:49:04.034102Z digest=sha256:7d5df1c59876384ad4e3ded56b777e5fa5d92176ab85be3138bb1b522fdd219d

Observation 9d85fe16-dcb0-4482-bfce-60b7cb40d43f · outbound

This paper cites an unresolved cited work.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Unresolved cited work

Reference 22

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source=pdf_text observed=2026-08-06T20:49:04.224184Z digest=sha256:37fdc28341aa83534b20728462b3f43c76d04ec7b4f47c74ef2de8885dca9565

Observation 9645f1ea-8a57-4684-95e3-b2e3531a7d0f · outbound

This paper cites an unresolved cited work.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Unresolved cited work

Reference 23

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source=pdf_text observed=2026-08-06T20:49:04.408197Z digest=sha256:0e115069ef6c4f28b4a2aa22ccfb0137b3fd2811120b28bbb6a46411d717fb30

Observation 39ce25cd-8c0d-4c00-9721-0e62ae573adc · outbound

This paper cites an unresolved cited work.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Unresolved cited work

Reference 24

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source=pdf_text observed=2026-08-06T20:49:04.567603Z digest=sha256:5f3d94d8a5574af16b2034be6203b2f746b3d708f457a5aafeac0616e5d72e7a

Observation f583a6e8-d66a-41b9-acc5-0114ab257ab2 · outbound

This paper cites Pyrkin, Maxim Kashirin, Alexander Borzunov, Albert Villanova del Moral, Denis Mazur, Ilia Kobelev, Yacine Jernite, Thomas Wolf, and Gennady Pekhimenko.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Pyrkin, Maxim Kashirin, Alexander Borzunov, Albert Villanova del Moral, Denis Mazur, Ilia Kobelev, Yacine Jernite, Thomas Wolf, and Gennady Pekhimenko

Reference 25

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source=pdf_text observed=2026-08-06T20:49:04.739035Z digest=sha256:e7e908b366878546cd7839fbd013b2e59dc606ee5990d16ab771125119087cde

Observation 90020a5f-443d-46d8-b4ba-2398f7201ded · outbound

This paper cites an unresolved cited work.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Unresolved cited work

Reference 26

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source=pdf_text observed=2026-08-06T20:49:04.926538Z digest=sha256:9e1ebff55c127d1799f6a50a1987e517a0ebcebb04250b2822571a591315c886

Observation 973ccb97-47e8-4982-b93e-d359fa5d403d · outbound

This paper cites an unresolved cited work.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Unresolved cited work

Reference 27

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source=pdf_text observed=2026-08-06T20:49:05.055777Z digest=sha256:3709052a8aef9171fc74bce66795693b66a49677d585b8d3e8b60abb919d2749

Observation 1cf47bce-9a93-4bf2-ac78-73f2c9f680b0 · outbound

This paper cites Bello-Maldonado, Bishwaranjan Bhattacharjee, Carlos H.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Bello-Maldonado, Bishwaranjan Bhattacharjee, Carlos H

Reference 28

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source=pdf_text observed=2026-08-06T20:49:05.224576Z digest=sha256:27fb47e0733af0777f685627b192e13ef0d3273e4f118063390e62f479a72b96

Observation 4023cc08-30d8-4c3f-a788-755d25c4b52d · outbound

This paper cites an unresolved cited work.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Unresolved cited work

Reference 29

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source=pdf_text observed=2026-08-06T20:49:05.353016Z digest=sha256:5b961c310c1bcbde3aa1d061c8ace4873c8796aee9a2203339edd1bbd9b8a863

Observation 930c6f54-e5b7-4c53-a3f4-43ce701ae9a8 · outbound

This paper cites an unresolved cited work.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Unresolved cited work

Reference 30

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source=pdf_text observed=2026-08-06T20:49:05.520474Z digest=sha256:febe4ee5647c347166a728b83e33a95fb132a59cadd27a0c54902957d1255432

Observation 463e45b6-3549-4d64-87b1-2d1955cbcebd · outbound

This paper cites an unresolved cited work.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Unresolved cited work

Reference 31

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source=pdf_text observed=2026-08-06T20:49:05.630038Z digest=sha256:60334b5dd11ba48da115911348c9665a2b2d349fff165caaa9a24d835bb2c1a5

Observation bd486edf-d689-4780-bcaa-8cb2788a5b55 · outbound

This paper cites an unresolved cited work.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Unresolved cited work

Reference 32

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:49:05.832156Z digest=sha256:d85051af8709bd7073fd336da70e9b0b2d8b04c11c7e4fe20a527f6f76056ab4

Observation 56384de7-d03b-4c1b-809c-0c150a5fea00 · outbound

This paper cites GPTQ: Accurate Post-Training Quantization for Generative Pre-trained Transformers.

Towards Decentralized and Sustainable Foundation Model Training with the Edge GPTQ: Accurate Post-Training Quantization for Generative Pre-trained Transformers

Reference 33

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source=pdf_text observed=2026-08-06T20:49:05.966084Z digest=sha256:9b9290715d702669e646d8af9d2667492c4c3a9831379f159cf8c234e94d51bd

Observation a142df16-89d9-4a8c-a640-048f47829946 · outbound

This paper cites an unresolved cited work.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Unresolved cited work

Reference 34

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source=pdf_text observed=2026-08-06T20:49:06.144898Z digest=sha256:8733aeda3d807c9e73c2c9891b11eb7eb3a14834ed5bcdc8262af9109633177c

Observation dbb69dfc-072e-47db-94a2-0ab868b44c2a · outbound

This paper cites an unresolved cited work.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Unresolved cited work

Reference 35

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source=pdf_text observed=2026-08-06T20:49:06.278951Z digest=sha256:9f19c6fcc4bf7537f4871111565bb35669ca31ac6e90178e8a0a95971ee4a619

Observation 3180f22b-6e73-4c64-8cda-01b4e098de0a · outbound

This paper cites an unresolved cited work.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Unresolved cited work

Reference 36

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-06T20:49:06.398498Z digest=sha256:b7de92030bdfcbb0f25c4bb5cf893d805b4dcf90ea226ff33976763da5872633

Observation 11c4e941-b98a-4a40-9dd8-a52069e4a51a · outbound

This paper cites an unresolved cited work.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Unresolved cited work

Reference 37

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raw_fallback, observed 2026-08-06T20:49:35.208725Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:49:06.551389Z digest=sha256:3d3fb62be8363ec0553c9c6ca5a00e10d1bb08b7db2e76bf2b1e64a2199fb1f7

Observation a6209584-a77f-497e-8551-bf765f242a87 · outbound

This paper cites an unresolved cited work.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Unresolved cited work

Reference 39

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raw_fallback, observed 2026-08-06T20:49:35.006198Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:49:06.866208Z digest=sha256:3eaf4d8c0f77e1e2dde6f771c20ea128973ed978447f882f6ab97226f7eb11ff

Observation 553e267f-bf0c-4835-8a8d-0b7b524deafd · outbound

This paper cites Training Compute-Optimal Large Language Models.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Training Compute-Optimal Large Language Models

Reference 40

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source=pdf_text observed=2026-08-06T20:49:07.244421Z digest=sha256:7c2dbcef9f053e62697b14f2de358104c8658b60cb56ad2dd56e4085a8c16f2b

Observation c5e2587e-377c-4847-bb8b-9f8800aa98c6 · outbound

This paper cites an unresolved cited work.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Unresolved cited work

Reference 41

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raw_fallback, observed 2026-08-06T20:49:34.847647Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:49:11.594396Z digest=sha256:d1e6d7b88207d4301c118c318e41cfec149a872591879529225cf1a2d02269d4

Observation a7a493a3-ad1d-4cfa-b4e3-721393abeb43 · outbound

This paper cites an unresolved cited work.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:49:34.669408Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:49:11.943695Z digest=sha256:b34ddb9b64eb7bdfb4d6a62bdaa4d4a40a5e7210f3cf376400534cd98cc519db

Observation 99443327-a06a-4b98-956a-7a48f8c33008 · outbound

This paper cites an unresolved cited work.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:49:34.527539Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:49:13.598041Z digest=sha256:3f2173912e3be93de2fb03ed7a28bfe56a84f66d2beba59f050256faead53072

Observation b32f1a7f-0ad9-466a-b204-b2d86eae818d · outbound

This paper cites an unresolved cited work.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:49:34.364475Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:49:13.722637Z digest=sha256:0173fcc7bd4f841582a88a21b7789079bf7e42e3de8facab2951e78c692439ed

Observation f490fc02-67d6-4c25-a1a7-6a9fdb418e23 · outbound

This paper cites Scaling Laws for Neural Language Models.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Scaling Laws for Neural Language Models

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-06T20:49:13.826928Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:49:13.826928Z digest=sha256:f2e77cec3f198a2d7969384fef322424bc54577ebae692d2445f78df5a9e1729

Observation a70c5d0b-4945-4197-b341-4244210766df · outbound

This paper cites an unresolved cited work.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:49:34.210218Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:49:13.942092Z digest=sha256:8bcf6b4a23753c77709f078bd337e614fe04d675ab14d64f7a1def713d3119b3

Observation 54028702-cadc-4eb3-8573-72c1fa233c84 · outbound

This paper cites an unresolved cited work.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:49:33.894798Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:49:14.174215Z digest=sha256:92545885e6b91a052acf4cb3741d334ec7e80bbcdf200dd27ae747791eb3f508

Observation b416b546-6a22-4e2b-92de-589540a4dd32 · outbound

This paper cites an unresolved cited work.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:49:33.379885Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:49:14.300756Z digest=sha256:70a866f32fc97dbe32ce858e51cf120865831f1923992e791f451a7804781c4f

Observation 5b348537-d071-4da3-95b8-6c4306097461 · outbound

This paper cites an unresolved cited work.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Unresolved cited work

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-06T20:49:14.547245Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:49:14.547245Z digest=sha256:d99385e8c2e813d2fa575602135b1d738fdc49416f669962722c3de50c4b6696

Observation da3e4854-689f-4498-8579-95fd09aee991 · outbound

This paper cites Alper Goksoy, Sumit K.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Alper Goksoy, Sumit K

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:49:33.062847Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:49:14.675897Z digest=sha256:7c12c029c28ff121bbd001bb2a6f0951984595ed67e61b4e822042ed8254f990

Observation aaa4932e-ffb5-43d9-bb45-e428c9c2d158 · outbound

This paper cites Mandal, Chaitali Chakrabarti, Jae-sun Seo, Ümit Y.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Mandal, Chaitali Chakrabarti, Jae-sun Seo, Ümit Y

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:49:32.910930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:49:14.803831Z digest=sha256:2b871119602b10763444340bd8f314227a175e5e56610a297adcef96c165e82e

Observation ac7e6a91-4ae4-4acb-ab2c-d58b7e5ef3f5 · outbound

This paper cites an unresolved cited work.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:49:32.672473Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:49:14.970629Z digest=sha256:273966fb72cc25897b544be4cf7fbb60434866c9c3eb90d2f6abc0212c763117

Observation aa0e162a-84c9-4fa7-ac5e-7a269247a046 · outbound

This paper cites an unresolved cited work.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:49:32.410667Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:49:15.079344Z digest=sha256:e21f59302efc3ae2364d55f4e69a15c70b51cb3f2adf6328a46b2407aa5f7f37

Observation b7c86649-d670-4e92-aacc-690722949f8b · outbound

This paper cites Ganti, and Vyas Sekar.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Ganti, and Vyas Sekar

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:49:32.118836Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:49:15.334739Z digest=sha256:9d509ce8ba9bfe699734588c5a7d0a0cbd01ae3001ec0dd49aed589221001f9e

Observation 51a8924b-9bb2-4de9-ad89-cddd348cded8 · outbound

This paper cites Andersen, Jun Woo Park, Alexander J.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Andersen, Jun Woo Park, Alexander J

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:49:31.881409Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:49:15.458189Z digest=sha256:ef3546615ce77402bc761495c81a6134f774d0ba77e3246b7c7d0c7c1407d221

Observation 89f2586f-120b-4295-b2cf-9d8a79dfcf29 · outbound

This paper cites an unresolved cited work.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:49:31.632245Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:49:15.562528Z digest=sha256:5e76acfd3fbecc622cfe33c9602b875c2bbebc7f7f7d7a6f6893a0353c42bf57

Observation 23d9b59b-ea0c-442d-a0f0-a528ba1ee856 · outbound

This paper cites an unresolved cited work.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:49:31.386074Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:49:15.688081Z digest=sha256:66004a417da6f20388f6e1f451a09854d468238acf12be7102b96317c26ad167

Observation ac3b29b6-cd43-4b66-8daf-fa2368161a6f · outbound

This paper cites an unresolved cited work.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:49:31.103364Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:49:15.859454Z digest=sha256:dfbc17116da6549673eaf2a6c5506f6f45daba0188e40bb9f501d54c52a3b365

Observation 9a6eb4e2-5562-4149-a8a5-3d91190568b8 · outbound

This paper cites Mengistu and Dunren Che.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Mengistu and Dunren Che

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:49:30.918142Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:49:15.987395Z digest=sha256:2f870edb88845983e5d2cc79b1bf72c2e10c2afff4f4868a91584db2dc01d4b5

Observation be4ec0a3-064e-473c-b3ad-2856733f2da6 · outbound

This paper cites an unresolved cited work.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Unresolved cited work

Reference 60

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:49:30.791722Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:49:16.122648Z digest=sha256:45b963dcb6b55dc6a0badf8d0fe5d5a37a2ced471a317fb3832e22a368d76b27

Observation 02a213e5-7e61-4b22-bb1d-38aa504168d8 · outbound

This paper cites an unresolved cited work.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:49:30.611504Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:49:16.264735Z digest=sha256:6f80a39b9c3b0150317e27352fef70d334f25198729f98e7f5d45df725017cf9

Observation 2235b680-0379-4e46-9dbc-9f50ce46fe61 · outbound

This paper cites an unresolved cited work.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Unresolved cited work

Reference 62

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:49:30.446669Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:49:16.454429Z digest=sha256:fb434994ec333ff672d5a2cfa5763cbb705bcabcc367dddae93f4ec98422ce41

Observation 05e0d340-8673-480f-acfe-643e718d2807 · outbound

This paper cites an unresolved cited work.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Unresolved cited work

Reference 63

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:49:30.285604Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:49:16.594520Z digest=sha256:2af85bf06c49d4f602ff57c98df6b766facf2c311e87f070fbafdeb764b1c23a

Observation b97d02ec-491b-4e93-97a1-112ee549693e · outbound

This paper cites an unresolved cited work.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Unresolved cited work

Reference 64

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:49:30.120432Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:49:16.724621Z digest=sha256:c9146893f6ef66456231f909b40582f8a78f5321d1034a84e19af41a3e375bcf

Observation ab784c47-feea-49a4-813c-ead4a7e55709 · outbound

This paper cites GPT-4 Technical Report.

Towards Decentralized and Sustainable Foundation Model Training with the Edge GPT-4 Technical Report

Reference 65

Resolution
unresolved
no resolver link, observed 2026-08-06T20:49:16.836853Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:49:16.836853Z digest=sha256:a8d7d8c6ed9ec0adf9043f8453b18cc08c53eb11303c11f3ee1f9c62d14c36e3

Observation a2689676-c8ea-434a-b1b7-049ce100cc12 · outbound

This paper cites Anderson.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Anderson

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:49:29.899235Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:49:16.916923Z digest=sha256:c23b8d62c7159763915d3ebfbfaa5b35fd57c066e6b671fc30116002a781dced

Observation 45eed6f2-6131-45ed-8ae4-18acce7a5cf8 · outbound

This paper cites Gilbert, Marco Gruteser, Efren Robles, Krishna Sekar, Yong Wei, and Tenghui Zhu.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Gilbert, Marco Gruteser, Efren Robles, Krishna Sekar, Yong Wei, and Tenghui Zhu

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:49:29.712910Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:49:17.048304Z digest=sha256:76f3a67f2fbe9fad4861abc6892fb904e5aede32a61397bfb434456423b75907

Observation 825e6723-02ac-4033-b322-b4ebcf8820d8 · outbound

This paper cites Patterson, Joseph Gonzalez, Urs Hölzle, Quoc V.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Patterson, Joseph Gonzalez, Urs Hölzle, Quoc V

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:49:29.571394Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:49:17.233700Z digest=sha256:e837928e7e71cb97bb30820f18c81ca94d5ee6b93347c1d0cbfe5056b56fd696

Observation 56d61ac9-0680-42ae-9a37-e0f7ace87036 · outbound

This paper cites Scaling Language Models: Methods, Analysis & Insights from Training Gopher.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Scaling Language Models: Methods, Analysis & Insights from Training Gopher

Reference 69

Resolution
unresolved
no resolver link, observed 2026-08-06T20:49:17.524538Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:49:17.524538Z digest=sha256:6497d1625d8a6f2af1dfdefaa6108e65a5538805bc48a25733b3fa64eb18aa75

Observation ec56aa2b-6a7d-4d55-81dc-4dcd6bf9db88 · outbound

This paper cites an unresolved cited work.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Unresolved cited work

Reference 70

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:49:29.182370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:49:17.670318Z digest=sha256:ef1b68f725057569b70876efb9b3d4d53f9c4a48e69c4f15c9b9ef775a936ee0

Observation ef9d6d2b-7f46-4b57-9356-9e74046eec4c · outbound

This paper cites Reddi, Zachary Charles, Manzil Zaheer, Zachary Garrett, Keith Rush, Jakub Konečný, Sanjiv Kumar, and Hugh Brendan McMahan.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Reddi, Zachary Charles, Manzil Zaheer, Zachary Garrett, Keith Rush, Jakub Konečný, Sanjiv Kumar, and Hugh Brendan McMahan

Reference 71

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:49:29.040684Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:49:17.840119Z digest=sha256:c2652dde83cdbb86b587172cc3f385485234d7644b3707e4ff4b3fcf89801e68

Observation ccb156e1-b52f-49d5-b599-7d127c48c230 · outbound

This paper cites an unresolved cited work.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Unresolved cited work

Reference 72

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:49:28.828657Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:49:18.017477Z digest=sha256:17cc86ad8bd721feca26cb55b8a4fa0e2aa437e779e963580fbadb0dc07bbb2a

Observation d56bad47-0926-407b-8ed1-b15843800dd7 · outbound

This paper cites an unresolved cited work.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Unresolved cited work

Reference 73

Resolution
unresolved
no resolver link, observed 2026-08-06T20:49:18.140775Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:49:18.140775Z digest=sha256:c7a6a8471b4742ce26485e552f8668c1333937875c7b63d104cca41df6a9faed

Observation 3fd32ed4-0229-4264-9295-7b2499d16de1 · outbound

This paper cites an unresolved cited work.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Unresolved cited work

Reference 74

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:49:28.448903Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:49:18.307217Z digest=sha256:cc10595f97506e604274852b06b7cb10e59eb9e7aa8eb7f292af587d1856de11

Observation b4089c73-dd55-438a-b360-70e4b16c95db · outbound

This paper cites an unresolved cited work.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Unresolved cited work

Reference 75

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:49:28.271246Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:49:18.404177Z digest=sha256:3859917e1af7180bf9ff689e2071348b3e94a5333c34d222c0898430fdb1124a

Observation 68f687ed-0019-4484-a969-f2b4c082223c · outbound

This paper cites an unresolved cited work.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Unresolved cited work

Reference 76

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:49:28.063711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:49:18.514056Z digest=sha256:21787199c514ba53ee0737a49a5f23936bb96372ccdb14a7f84909074b060485

Observation 62875f7b-bf17-4371-bf11-4572087cd618 · outbound

This paper cites Tell, Yanqing Zhang, William J.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Tell, Yanqing Zhang, William J

Reference 77

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:49:27.870933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:49:18.638020Z digest=sha256:903c330798bbc697612565879d31ef764e33c0ec47706ac756a9644cb5fcf649

Observation 96a18a0b-21ce-4b4f-94f5-14df5e3f121a · outbound

This paper cites an unresolved cited work.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Unresolved cited work

Reference 78

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:49:27.662827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:49:18.751690Z digest=sha256:4529e4ed3d7bfa46a20e8fe570ecb1248b3f3f60734447f663f35cce62067c3e

Observation a8b24ade-ad13-4b26-8d31-5874a3a4089b · outbound

This paper cites Rachuri, Chenren Xu, and Emmanuel Munguia Tapia.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Rachuri, Chenren Xu, and Emmanuel Munguia Tapia

Reference 79

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:49:27.466145Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:49:18.880774Z digest=sha256:49b744783061e4a178af8fc160c35a049f4444e6de911705f6600ebfb0dea720

Observation 854508b5-9068-4782-bdf3-c3cf02e47158 · outbound

This paper cites In ICML (Proceedings of Machine Learning Research, Vol.

Towards Decentralized and Sustainable Foundation Model Training with the Edge In ICML (Proceedings of Machine Learning Research, Vol

Reference 80

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:49:28.627100Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:49:18.215792Z digest=sha256:b971aa0661913aa110f49ab1f59781e8768ef0607be4f807e72cae44db412624

Observation 7a71ddeb-be95-4512-b3a8-a3ffc1d4375d · outbound

This paper cites an unresolved cited work.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Unresolved cited work

Reference 81

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:49:27.277198Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:49:19.071376Z digest=sha256:97300225ec256ce704226dc9189544c71b2cb9f30799d573882dcf60b1522f00

Observation 1d917c5b-97eb-4b59-8358-7cc08570bfbe · outbound

This paper cites an unresolved cited work.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Unresolved cited work

Reference 82

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:49:27.099909Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:49:19.195591Z digest=sha256:24d58280315afdee5e9e53dbaee7c00e22423945a2d57976d873c34d803b98d4

Observation 717ddff1-fc92-41cc-8198-05ab957924bb · outbound

This paper cites an unresolved cited work.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Unresolved cited work

Reference 83

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:49:26.845570Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:49:19.318526Z digest=sha256:97ad8343bbee2676d547aeca6927fa13045beb70e675f02d365efcf559effe71

Observation 1d3f3de0-a3b1-4723-bbd3-362870fc6ec1 · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 84

Resolution
unresolved
no resolver link, observed 2026-08-06T20:49:19.439205Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:49:19.439205Z digest=sha256:7160469ae12c7dd19c4a8fa5a86edb0ac9afffc85387b55470ea50e888263a2a

Observation 6f400a95-9619-4804-a2fd-86e052efab96 · outbound

This paper cites an unresolved cited work.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Unresolved cited work

Reference 85

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:49:26.691424Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:49:19.574435Z digest=sha256:55a3d7d9cf6945642fa8d677d0aac7e2efe49b80a0c90d781495113fb931ce8b

Observation e3036737-b4e8-4f60-8de3-c6e2df54f353 · outbound

This paper cites Pietzuch.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Pietzuch

Reference 86

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:49:26.546849Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:49:19.708060Z digest=sha256:5393bf72db98f66e32d89e07c0a87f2818561002b2e7e4736f7caa1e9454237e

Observation 37930e9f-4f5d-4bfa-b971-78056855ddec · outbound

This paper cites Learning to summarize from human feedback.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Learning to summarize from human feedback

Reference 87

Resolution
unresolved
no resolver link, observed 2026-08-06T20:49:18.969364Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:49:18.969364Z digest=sha256:530ba140fa4e0530b3ffc36c61287134ccb5c7c8e16306d098a368f6d82d74a1

Observation cd282c8d-cc5c-4c83-889c-e05708d5c45b · outbound

This paper cites an unresolved cited work.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Unresolved cited work

Reference 88

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:49:26.289542Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:49:19.943136Z digest=sha256:68cbbd8c750fc25bb21b2f1e47117296e557ebd87466e28e4bf63bd0505ae0fe

Observation 28ee7bf4-1e8f-41c0-9215-70346c8ec4fd · outbound

This paper cites Fine-tuning Language Models over Slow Networks using Activation Compression with Guarantees.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Fine-tuning Language Models over Slow Networks using Activation Compression with Guarantees

Reference 89

Resolution
verified exact
local_arxiv, observed 2026-08-06T20:49:22.918996Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:49:20.072581Z digest=sha256:76bb36906a7eae782ed2147dc758168443af6b71970922c64dd0862af68638a6

Observation 25a9c988-13f4-4e8f-8113-4c0cb950c9e1 · outbound

This paper cites an unresolved cited work.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Unresolved cited work

Reference 90

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:49:26.126259Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:49:20.216455Z digest=sha256:aa8564174456e928e026801975e29cc2348f1479ef0309924bf9392c58c7b794

Observation a9d9bc93-fbe8-4dd9-bf52-39493e645f33 · outbound

This paper cites Zhao, Kelvin Guu, Adams Wei Yu, Brian Lester, Nan Du, Andrew M.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Zhao, Kelvin Guu, Adams Wei Yu, Brian Lester, Nan Du, Andrew M

Reference 91

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:49:25.922822Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:49:20.339083Z digest=sha256:5fe8f61b43149c5af53fb89981646300b074fe7041d57b197f1252454502da9a

Observation 1216a33d-c103-447a-8674-ec7f3b67a393 · outbound

This paper cites an unresolved cited work.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Unresolved cited work

Reference 92

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:49:25.711883Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:49:20.470262Z digest=sha256:18c5b5f814f23ecfaf307009a60030879669184191e3ac680986c894d8f8903c

Observation bfa29d49-d83c-4542-b0ab-c678562cb60a · outbound

This paper cites Lee, Bugra Akyildiz, Maximilian Balandat, Joe Spisak, Ravi Jain, Mike Rabbat, and Kim M.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Lee, Bugra Akyildiz, Maximilian Balandat, Joe Spisak, Ravi Jain, Mike Rabbat, and Kim M

Reference 93

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:49:25.560090Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:49:20.584898Z digest=sha256:68eb53b042b001bca9f612a90c0cad05fe2b029c0d71ffb96c172351b2633a7f

Observation 4112655e-79f4-4063-8ac6-121c08400454 · outbound

This paper cites ZeRO++: Extremely Efficient Collective Communication for Giant Model Training.

Towards Decentralized and Sustainable Foundation Model Training with the Edge ZeRO++: Extremely Efficient Collective Communication for Giant Model Training

Reference 94

Resolution
unresolved
no resolver link, observed 2026-08-06T20:49:19.838142Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:49:19.838142Z digest=sha256:2b66e4eee78c932fd303f9c856fcd414c6d146501a1dd17b91f541c519426057

Observation d98b8d01-0f08-4149-88fa-b5e7a4ca391a · outbound

This paper cites an unresolved cited work.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Unresolved cited work

Reference 95

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:49:25.372098Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:49:20.882493Z digest=sha256:0d8ce0471bd1e43fddf4b1083d801be182c351c52898c71db8bf26f4c60889e4

Observation 5e2db4b4-7197-4baa-9666-57f0b2837a84 · outbound

This paper cites an unresolved cited work.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Unresolved cited work

Reference 96

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:49:25.174523Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:49:21.038292Z digest=sha256:473690a586e80972ae35754a004911c885968d3a917da0cdb469dac71f2bc538

Observation 29df5052-d492-41a9-b4dd-e5d708f85a02 · outbound

This paper cites an unresolved cited work.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Unresolved cited work

Reference 97

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:49:24.983271Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:49:21.157024Z digest=sha256:24a5d1cd29787e61a0101407d8abfb94e7924b5ee62a9dd5761657f56d481c66

Observation 667eb974-43a6-4c01-a38f-8e79399b8e2b · outbound

This paper cites an unresolved cited work.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Unresolved cited work

Reference 98

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:49:24.768437Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:49:21.267228Z digest=sha256:3e16a999ff401adf781c641221148c41a36589bb0f534c24e7d22d9b8e81c354

Observation c3fe3b9f-fd40-4723-bc5f-9e7f863ecd73 · outbound

This paper cites an unresolved cited work.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Unresolved cited work

Reference 99

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:49:24.583028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:49:21.430946Z digest=sha256:1899674345bd2202e35562d65aa53fb03473e7c249874314ba63dbfbb5350b18

Observation 702afa5a-5fbe-45bf-86c9-2a7c64138343 · outbound

This paper cites an unresolved cited work.

Towards Decentralized and Sustainable Foundation Model Training with the Edge Unresolved cited work

Reference 100

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:49:24.240412Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:49:21.779583Z digest=sha256:c54b796a796ce94ae6e650b5a67ce00ab4f9a858cf084f35a27b6d073a2c2643

Observation e80fde81-0d04-4592-a78e-d2ad1814f436 · outbound

This paper cites DeepSeek-VL2: Mixture-of-Experts Vision-Language Models for Advanced Multimodal Understanding.

Towards Decentralized and Sustainable Foundation Model Training with the Edge DeepSeek-VL2: Mixture-of-Experts Vision-Language Models for Advanced Multimodal Understanding

Reference 101

Resolution
unresolved
no resolver link, observed 2026-08-06T20:49:20.709003Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:49:20.709003Z digest=sha256:b8eaa90ca7335b87356ced12bffcf675eed1580deb1df064a13d500d2114de0d

Pith citing papers

No inbound Pith citation observations are available.