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Paper Citation Record · LEDGER

WiLLM: an Open Framework for LLM Services over Wireless Systems

As of 19 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 4 inbound Pith citation observations for arXiv:2506.19030.

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

pith.paper-citation-record.v1
2506.19030 v2

Coverage vector

measured 45 of 45 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T18:45:18.024103Z

measured 49 of 49 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T16:52:06.126895Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-30T19:15:01.219355Z

Reference resolution

45 of 45 outbound references displayed

  • verified exact2
  • verified fuzzy4
  • unresolved38
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 75280d91-9814-44aa-a998-340276a511e1 · outbound

This paper cites an unresolved cited work.

WiLLM: an Open Framework for LLM Services over Wireless Systems Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-15T18:45:18.691316Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T18:45:17.832180Z digest=sha256:438259ed20e7976a9e7ce968aad1f9d47dab03b2843f84ca24fdaa1dc9914878

Observation f7f433ff-f502-4cdb-aa10-226700dde6d5 · outbound

This paper cites A Study on 5G Network Slice Isolation Based on Native Cloud and Edge Computing Tools.

WiLLM: an Open Framework for LLM Services over Wireless Systems A Study on 5G Network Slice Isolation Based on Native Cloud and Edge Computing Tools

Reference 2

Resolution
verified exact
local_arxiv, observed 2026-08-15T18:45:18.180782Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T18:45:17.838269Z digest=sha256:aa0bf53849c18a4e0900d1bc9116d99d13b80adb8491ee2a51477fed325f5a99

Observation 98e9e944-fab0-454b-b158-b5ebad95677e · outbound

This paper cites an unresolved cited work.

WiLLM: an Open Framework for LLM Services over Wireless Systems Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-15T18:45:18.675874Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T18:45:17.843840Z digest=sha256:63756586920feb0195ac1b32c7c38d6206e239f23685d102eb8854d5f33815c1

Observation fd2e480e-e11d-4a66-b7cf-2e330a239928 · outbound

This paper cites an unresolved cited work.

WiLLM: an Open Framework for LLM Services over Wireless Systems Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-15T18:45:18.661383Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T18:45:17.854746Z digest=sha256:3294482b128d09952ce06c813303e5d8997b9b56fb6e3b96694cb9c6cc9305ae

Observation de5330ca-03a7-44d0-b806-eb04a63e8f5d · outbound

This paper cites A Survey on Large Language Models for Communication, Network, and Service Management: Application Insights, Challenges, and Future Directions.

WiLLM: an Open Framework for LLM Services over Wireless Systems A Survey on Large Language Models for Communication, Network, and Service Management: Application Insights, Challenges, and Future Directions

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-15T18:45:17.859588Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:45:17.859588Z digest=sha256:f30a3760f52c409eff597d50f4629425e1588c96331420a9fbc43afef2a73393

Observation bbf46422-6b99-48ae-9186-258fd9a53c6a · outbound

This paper cites an unresolved cited work.

WiLLM: an Open Framework for LLM Services over Wireless Systems Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-15T18:45:18.646836Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T18:45:17.864531Z digest=sha256:ac05445ace0cf059e20a63ec3639b5b8adc2170970b60f5321ce4229268a0ebf

Observation 23649005-ad5b-4ef2-b3f7-51ddfc1ed65e · outbound

This paper cites Mobile Network-specialized Large Language Models for 6G: Architectures, Innovations, Challenges, and Future Trends.

WiLLM: an Open Framework for LLM Services over Wireless Systems Mobile Network-specialized Large Language Models for 6G: Architectures, Innovations, Challenges, and Future Trends

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-15T18:45:17.869442Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:45:17.869442Z digest=sha256:314fb140dfea2fb21c3f9de51d182575682f4a810f6087448560601a31d4d751

Observation adde8478-8e72-4bf7-a074-f10a2868d2dc · outbound

This paper cites an unresolved cited work.

WiLLM: an Open Framework for LLM Services over Wireless Systems Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-15T18:45:18.632536Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T18:45:17.874068Z digest=sha256:b8401b3eec0a970aa234a0ce6b46aad4d54942fcc7746274fc4a93c50e19a8c7

Observation a9d1943e-9e40-48ce-a9bc-53d82a986861 · outbound

This paper cites Large Language Models meet Network Slicing Management and Orchestration.

WiLLM: an Open Framework for LLM Services over Wireless Systems Large Language Models meet Network Slicing Management and Orchestration

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-15T18:45:17.877629Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:45:17.877629Z digest=sha256:f0283af71d948d7714d5c987b642d2be151c76786e035d2dfc7a74ba7bcc39c2

Observation 24ab0bc0-8e43-4a61-9056-42d66decac18 · outbound

This paper cites an unresolved cited work.

WiLLM: an Open Framework for LLM Services over Wireless Systems Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-15T18:45:18.618978Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T18:45:17.881613Z digest=sha256:d6448ed6d320231bccc7d3f6a0c39db206eed7b79df2e06cf816648b13085370

Observation 2397c5ec-15d9-40ee-83c4-fe61585769d0 · outbound

This paper cites an unresolved cited work.

WiLLM: an Open Framework for LLM Services over Wireless Systems Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-15T18:45:18.605434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T18:45:17.885333Z digest=sha256:7853084398aa02e4e666f45cf8a2fb6724f983e825131983e924564eaed7a146

Observation d7108a6f-de94-405a-a20b-547673e9eae4 · outbound

This paper cites an unresolved cited work.

WiLLM: an Open Framework for LLM Services over Wireless Systems Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-15T18:45:18.592188Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T18:45:17.889187Z digest=sha256:fabd7ef3c0dc13e7b5c70063e082eec0c0f291c01b3e83880db2a05dba686215

Observation 1c43bd0a-7441-4648-9a66-9c6dd9767f8a · outbound

This paper cites an unresolved cited work.

WiLLM: an Open Framework for LLM Services over Wireless Systems Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-15T18:45:18.578068Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T18:45:17.892942Z digest=sha256:3c61c64a10045b984f84d47c816b8d1e4dca962f0a2ad778c588a318403acad7

Observation c36ebfcf-4a49-4fd1-9be0-482d453f09a5 · outbound

This paper cites Sutton, Pablo Serrano, Cristina Cano, and Douglas J.

WiLLM: an Open Framework for LLM Services over Wireless Systems Sutton, Pablo Serrano, Cristina Cano, and Douglas J

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:45:18.563223Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T18:45:17.896852Z digest=sha256:52a7b15bdab56536c9cba3fd8ec321764c8bcb68030f468fd19868bc51aed5cb

Observation 2b9bcfb5-b8d1-42c8-a854-ad055b801da6 · outbound

This paper cites an unresolved cited work.

WiLLM: an Open Framework for LLM Services over Wireless Systems Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-15T18:45:18.547461Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T18:45:17.900699Z digest=sha256:0451fcf925d1bc62d084bf3fbf29916b4b2177e8e7fd94c536a8b36784ea9859

Observation 1a397e02-646a-4e55-8735-b56a2732babc · outbound

This paper cites an unresolved cited work.

WiLLM: an Open Framework for LLM Services over Wireless Systems Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-15T18:45:18.532474Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T18:45:17.904423Z digest=sha256:70517dcb30bb7655a5862258d3fb7212162164b06c7d6d1575209bb07aa37fa1

Observation 9a723026-96ab-4763-906f-3dc20154f0a3 · outbound

This paper cites an unresolved cited work.

WiLLM: an Open Framework for LLM Services over Wireless Systems Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-15T18:45:18.518274Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T18:45:17.908099Z digest=sha256:ecdfff22010395494453bf334432b78eb132f6af6e50c236f504cce8b59d4d0e

Observation f0d1d9f4-0898-4c8b-8910-b0348408f49b · outbound

This paper cites an unresolved cited work.

WiLLM: an Open Framework for LLM Services over Wireless Systems Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-15T18:45:18.503057Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T18:45:17.912320Z digest=sha256:f1a7138274a81d224b2bf457fc00e8c89ebe227786a29e3c6f4078d47a06e12c

Observation 5b2a3168-3dee-4da8-8dc1-035f5fc4e570 · outbound

This paper cites an unresolved cited work.

WiLLM: an Open Framework for LLM Services over Wireless Systems Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-15T18:45:18.487760Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T18:45:17.916447Z digest=sha256:17cbcd264a576cb7090813e7faee391e33db117abaf8be6accd262a619efcba7

Observation e6c33f07-6509-41aa-b9eb-2ef602cdb3ae · outbound

This paper cites an unresolved cited work.

WiLLM: an Open Framework for LLM Services over Wireless Systems Unresolved cited work

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-15T18:45:17.920565Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:45:17.920565Z digest=sha256:37cee7f2d8dfb1773601fd8c3e71e022452fcfe99b3adea0820e84965c87d963

Observation 6c3d35e0-2ca2-410c-bb82-775ef3fcb5fd · outbound

This paper cites an unresolved cited work.

WiLLM: an Open Framework for LLM Services over Wireless Systems Unresolved cited work

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-15T18:45:17.924802Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:45:17.924802Z digest=sha256:861bd5fc7fc018fcd5cb6e06f63f343b09575247393959482afa11e5274288ce

Observation 261c3330-7d57-481b-970d-e6fd5ccb681d · outbound

This paper cites Distributed Mixture-of-Agents for Edge Inference with Large Language Models.

WiLLM: an Open Framework for LLM Services over Wireless Systems Distributed Mixture-of-Agents for Edge Inference with Large Language Models

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-15T18:45:17.928963Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:45:17.928963Z digest=sha256:78f4794bfee8e200cd627909ea0be87bf95c9ed6c70b7b85d20dc00f724afb03

Observation 9070daf8-c23d-46c9-a456-0d2d37903372 · outbound

This paper cites an unresolved cited work.

WiLLM: an Open Framework for LLM Services over Wireless Systems Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-15T18:45:18.453952Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T18:45:17.933613Z digest=sha256:302c915c3b68a019acba6c9392a95c439708a11c66fa8403729729e5b1893098

Observation 6f4a95e2-1663-4101-88a7-59823cc02274 · outbound

This paper cites an unresolved cited work.

WiLLM: an Open Framework for LLM Services over Wireless Systems Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-15T18:45:18.439278Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T18:45:17.937858Z digest=sha256:6d8dcbe8293e4c0f46aab04ffd27977b4db81013994403186bb94fd52c46bb45

Observation 59544aaa-59ae-4c62-ab86-82ba40f1b42b · outbound

This paper cites Marina, Saravana Manickam, Alex Dawson, Raymond Knopp, and Christian Bonnet.

WiLLM: an Open Framework for LLM Services over Wireless Systems Marina, Saravana Manickam, Alex Dawson, Raymond Knopp, and Christian Bonnet

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:45:18.423031Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T18:45:17.942132Z digest=sha256:be6291d2b0e29ed24418ec1282f4fd8654daef897da097e1b26fcad5bf745238

Observation 11663575-4a1d-42cf-bd17-634070918262 · outbound

This paper cites an unresolved cited work.

WiLLM: an Open Framework for LLM Services over Wireless Systems Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-15T18:45:18.408541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T18:45:17.946357Z digest=sha256:4ad067b9717d63d3b7139031540b362870915372b4a7f95102d44766e08a231e

Observation 30346d68-cadd-4f6a-9e7a-ea52bec8b5af · outbound

This paper cites an unresolved cited work.

WiLLM: an Open Framework for LLM Services over Wireless Systems Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-15T18:45:18.394482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T18:45:17.950843Z digest=sha256:299b85bb3847f858cc31e35acc6d8ef1d0ad121c5f78c64dfe08c9b3e5fb94ca

Observation 838e428b-60c0-42f2-b931-21b5a7116078 · outbound

This paper cites an unresolved cited work.

WiLLM: an Open Framework for LLM Services over Wireless Systems Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-15T18:45:18.380306Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T18:45:17.955004Z digest=sha256:e0d2f7801156db42756011fbe82fe603cb263802ef3559c7eaee9ef573f3b746

Observation a049fd7f-03cc-45cd-8b63-7057b1fa28cb · outbound

This paper cites an unresolved cited work.

WiLLM: an Open Framework for LLM Services over Wireless Systems Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-15T18:45:18.366180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T18:45:17.959083Z digest=sha256:5dad277eb0a29e85911633ac4df06fdfdcb9c861e655f7e2455169c9f227fb87

Observation db178615-7af5-4dfc-a4c1-c847fb6fffe4 · outbound

This paper cites an unresolved cited work.

WiLLM: an Open Framework for LLM Services over Wireless Systems Unresolved cited work

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-15T18:45:17.963283Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:45:17.963283Z digest=sha256:754a1ff7eeb9bb17ca52767ffddbc0be1ae7271b8bc26e404770b410c1b96abe

Observation 232b5c04-cac3-40a0-823e-db0a99ca2873 · outbound

This paper cites an unresolved cited work.

WiLLM: an Open Framework for LLM Services over Wireless Systems Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-15T18:45:18.334351Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T18:45:17.972364Z digest=sha256:013a798ed33c3973589d0e33c325b3c2dc29f23245e4a16dedfd5a4a89c3f0e1

Observation d8757091-ba71-4ac0-b2de-ccd1dc640ee9 · outbound

This paper cites an unresolved cited work.

WiLLM: an Open Framework for LLM Services over Wireless Systems Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-15T18:45:18.321048Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T18:45:17.976652Z digest=sha256:236b0f8d2246459b32e8322ed1c8f00f57847661c40ebcf17ac3d77fe69200da

Observation 6a2780fc-4958-4587-b003-6b6316a8f08a · outbound

This paper cites an unresolved cited work.

WiLLM: an Open Framework for LLM Services over Wireless Systems Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-15T18:45:18.307687Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T18:45:17.981166Z digest=sha256:10d623d886465d73336055853541b0e3c1f62609d7db474c11c56a3e84c3690f

Observation 5d495705-7252-4006-a439-abe7791d29e5 · outbound

This paper cites an unresolved cited work.

WiLLM: an Open Framework for LLM Services over Wireless Systems Unresolved cited work

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-15T18:45:17.985752Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:45:17.985752Z digest=sha256:63be0d45a1d693577cb2b73a80d1e0b826ebbf29f31781501b8fe9b5f3d44161

Observation f75445d7-759e-4fd8-a624-1c957d02469b · outbound

This paper cites an unresolved cited work.

WiLLM: an Open Framework for LLM Services over Wireless Systems Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-15T18:45:18.283951Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T18:45:17.990268Z digest=sha256:1cff46f11edac38e739f2fa7da50f9686325e35e3846a70959cd7510eab36b3c

Observation 320d03dc-9cc9-4379-b079-2c4775f85ddc · outbound

This paper cites an unresolved cited work.

WiLLM: an Open Framework for LLM Services over Wireless Systems Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-15T18:45:18.270404Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T18:45:17.994510Z digest=sha256:ad4b954af5cca91d8527d6508c533064e564eee3a0e92812b28ec71fbc97ad8c

Observation 998419d5-67de-499d-92e4-9d3e145f32b1 · outbound

This paper cites Serving Long-Context LLMs at the Mobile Edge: Test-Time Reinforcement Learning-based Model Caching and Inference Offloading.

WiLLM: an Open Framework for LLM Services over Wireless Systems Serving Long-Context LLMs at the Mobile Edge: Test-Time Reinforcement Learning-based Model Caching and Inference Offloading

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-15T18:45:17.998751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:45:17.998751Z digest=sha256:8e5639f103b5a18bc1ee7cce836b8ab8bf58f99d6d4211d31dd9d365bd6fe2df

Observation a92dc2ba-bdfd-47c3-b239-3d5e3ad087aa · outbound

This paper cites WDMoE: Wireless Distributed Mixture of Experts for Large Language Models.

WiLLM: an Open Framework for LLM Services over Wireless Systems WDMoE: Wireless Distributed Mixture of Experts for Large Language Models

Reference 38

Resolution
verified exact
local_arxiv, observed 2026-08-15T18:45:18.067207Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T18:45:18.003309Z digest=sha256:c22bd245ae685b6046d8d9f9ff1f1e5fdd3837205fc9c952f2ac63a476957c41

Observation b40d65c5-4427-48a3-b220-680e95c9906e · outbound

This paper cites an unresolved cited work.

WiLLM: an Open Framework for LLM Services over Wireless Systems Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-15T18:45:18.255989Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T18:45:18.007720Z digest=sha256:6f44ccab03ba326f9215abd4eb9660950fbd075d9a46352ccb1b862371289237

Observation 9207a015-e8f1-4284-a617-be376d32cb42 · outbound

This paper cites an unresolved cited work.

WiLLM: an Open Framework for LLM Services over Wireless Systems Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-15T18:45:18.240342Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T18:45:18.011595Z digest=sha256:19e55fe8459d036c1fd147588b8a147c8f9173f572829a65a564446e66e66836

Observation f5b7b85c-537c-4301-947d-e6748abaacc6 · outbound

This paper cites Tree- Branch- Fruit.

WiLLM: an Open Framework for LLM Services over Wireless Systems Tree- Branch- Fruit

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:45:18.225347Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T18:45:18.015967Z digest=sha256:eb962ef74060b096a3dedd351c10d76ef991b5c2f9b682ddae79f9c06c3b4850

Observation f6e923b5-17ac-403f-bb12-b69a17f7752b · outbound

This paper cites an unresolved cited work.

WiLLM: an Open Framework for LLM Services over Wireless Systems Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-15T18:45:18.210482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T18:45:18.020345Z digest=sha256:0883bfd7319f92d321300b2e67b6da4d68e622e48cce512b291d2dff11d1f50f

Observation 95b02ae1-ebd7-4a4c-8438-14582d88f168 · outbound

This paper cites Tree-Branch-Fruit.

WiLLM: an Open Framework for LLM Services over Wireless Systems Tree-Branch-Fruit

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:45:18.195789Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T18:45:18.024103Z digest=sha256:1aaba5d333a014c5d27480449e7bc4e4f131c4d5f22abd6db9d93cf543794eb9

Observation e7e9d228-174c-4551-9167-b4343044bd81 · outbound

This paper cites In Proceedings of the 26th ACM SIGKDD international conference on knowledge discovery & data mining.

WiLLM: an Open Framework for LLM Services over Wireless Systems In Proceedings of the 26th ACM SIGKDD international conference on knowledge discovery & data mining

Reference 2020

Resolution
unresolved
no resolver link, observed 2026-08-15T18:45:17.967956Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:45:17.967956Z digest=sha256:4ed18bc6864d06e97435380957736702a50997dc63187be83cc8b855cb8e2d89

Observation bbdacf16-e7f4-416d-bedc-9c6d5435d8bc · outbound

This paper cites Open-Source 5G Core Platforms: A Low-Cost Solution and Performance Evaluation.

WiLLM: an Open Framework for LLM Services over Wireless Systems Open-Source 5G Core Platforms: A Low-Cost Solution and Performance Evaluation

Reference 2024

Resolution
metadata mismatch
local_arxiv, observed 2026-08-15T18:45:18.159667Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T18:45:17.849658Z digest=sha256:48524b233b673dbab4400d3600efe7ea61d4075f7ed48d071fa7cc24066a1bc5

Pith citing papers

Observation a0837545-2cb6-4fe5-899c-6ee2c24994cd · 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 WiLLM: an Open Framework for LLM Services over Wireless Systems

Reference 142

Resolution
unresolved
no resolver link, observed 2026-08-05T15:26:33.782383Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:26:33.782383Z digest=sha256:940d179f36ec50abfd28c44d00d70ec0127e69904693510033d59adedaaced9c

Observation 7f84a845-80bf-4e13-a7c9-5865a80ed5f8 · inbound

The LLM as a Network Operator: A Vision for Generative AI in the 6G Radio Access Network cites this paper.

The LLM as a Network Operator: A Vision for Generative AI in the 6G Radio Access Network WiLLM: an Open Framework for LLM Services over Wireless Systems

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-15T16:52:06.126895Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:52:06.126895Z digest=sha256:9609384cf752ffdffe1ff41a99bcc32134a5cef984dbc2e4e247246a2c41d0ab

Observation b2cadaca-b162-4679-b61c-c70661161a52 · inbound

LLM-Empowered Agentic MAC Protocols: A Dynamic Stackelberg Game Approach cites this paper.

LLM-Empowered Agentic MAC Protocols: A Dynamic Stackelberg Game Approach WiLLM: an Open Framework for LLM Services over Wireless Systems

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-04T10:19:31.019231Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T10:19:31.019231Z digest=sha256:1439228472780399c4f027d9fc1a7165dd4805ab7bd8f3478c3f241a61a10d4b

Observation 6868389d-8c3a-45b7-b66a-8161516a0a9e · inbound

Against the Monolithic Wireless World Model: Why NextG Needs Composable and Agentic Intelligence cites this paper.

Against the Monolithic Wireless World Model: Why NextG Needs Composable and Agentic Intelligence WiLLM: an Open Framework for LLM Services over Wireless Systems

Reference 1

Resolution
verified exact
arxiv_id, observed 2026-06-30T19:15:01.220941Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-06-30T18:56:36.072301Z digest=sha256:2f8f4499d53d23eef583e370dac837163add0b946525aef54ed151014bb3d7b9