Paper Citation Record · LEDGER

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models

As of 19 August 2026, this Paper Citation Record lists 75 of 75 outbound references and 1 inbound Pith citation observation for arXiv:2505.22447.

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

pith.paper-citation-record.v1
2505.22447 v1

Coverage vector

measured 75 of 75 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:14:09.861813Z

measured 76 of 76 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-01T07:33:05.032359Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

75 of 75 outbound references displayed

verified exact2
verified fuzzy5
unresolved67
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 23768ee9-339f-4e0b-8bee-edef63e9c8f4 · outbound

This paper cites an unresolved cited work.

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T13:14:01.465451Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ceca1b5-fdf6-4df0-af1c-9b4d7b31d92f · outbound

This paper cites an unresolved cited work.

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:14:19.371016Z

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.

Observation 5df820ef-6d08-4e09-9f7d-085447a07a5f · outbound

This paper cites an unresolved cited work.

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T13:14:01.605740Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06fdcade-20c0-458c-b433-d476bd5f422b · outbound

This paper cites an unresolved cited work.

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:14:19.219810Z

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.

Observation 6d86a4a4-209b-4903-9985-9215063b370d · outbound

This paper cites an unresolved cited work.

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:14:19.101846Z

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.

Observation b59125f8-e08a-417b-a97e-b4bf184fc76f · outbound

This paper cites Unleashing the potential of prompt engineering for large language models.

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models Unleashing the potential of prompt engineering for large language models

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T13:14:02.046420Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13a04e15-5dc7-48c6-ab9d-1c457fa1fb05 · outbound

This paper cites Cimpoi, S.

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models Cimpoi, S

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:14:18.827597Z

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.

Observation f7d36dff-7bf3-44b3-a5ac-12ade050d3c4 · outbound

This paper cites an unresolved cited work.

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:14:18.668850Z

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.

Observation 263998b1-ba03-4122-b1af-19494c4ef319 · outbound

This paper cites an unresolved cited work.

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:14:18.479816Z

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.

Observation 92928acd-a95b-4c6e-a86f-b0089dc1165d · outbound

This paper cites an unresolved cited work.

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T13:14:02.734114Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e31953d4-dae1-4453-959b-03410bfc567c · outbound

This paper cites an unresolved cited work.

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:14:18.304502Z

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.

Observation bb31db1f-7ad6-434a-a8c8-75902635a7ee · outbound

This paper cites an unresolved cited work.

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:14:18.157654Z

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.

Observation 1f333051-7961-40a2-90f0-4b35783e7988 · outbound

This paper cites An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T13:14:03.122834Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 52a26ba0-26f3-4744-a662-d2120ea4b8d5 · outbound

This paper cites SoK: On Gradient Leakage in Federated Learning.

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models SoK: On Gradient Leakage in Federated Learning

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T13:14:03.295491Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5173c764-eec9-4ee1-bbcb-ff8ba6745a01 · outbound

This paper cites an unresolved cited work.

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:14:18.012975Z

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.

Observation 65a11336-2a9a-405d-acb7-43d1ba19365f · outbound

This paper cites an unresolved cited work.

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T13:14:03.603881Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b6cd456b-0cfe-421d-b071-869749bcdd0b · outbound

This paper cites an unresolved cited work.

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:14:17.859562Z

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.

Observation 90a34a9e-ebef-4a16-8e84-6c40f8502a3f · outbound

This paper cites an unresolved cited work.

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:14:17.732435Z

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.

Observation 235b9c77-874f-4b27-bbc3-dc47b06daecd · outbound

This paper cites an unresolved cited work.

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:14:17.576519Z

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.

Observation cb079e01-df21-49ad-b97b-19eff754fdfc · outbound

This paper cites an unresolved cited work.

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T13:14:03.989840Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d060f4f6-c32a-45f1-a605-58f0e1d20e0b · outbound

This paper cites an unresolved cited work.

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T13:14:04.333639Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a39a7993-685f-4f20-a066-89282bfab337 · outbound

This paper cites an unresolved cited work.

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:14:17.470950Z

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.

Observation 9234d3cc-c4c1-4ce1-a65e-f6b575f6b90a · outbound

This paper cites PriRoAgg: Achieving Robust Model Aggregation with Minimum Privacy Leakage for Federated Learning.

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models PriRoAgg: Achieving Robust Model Aggregation with Minimum Privacy Leakage for Federated Learning

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T13:14:04.561633Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d2b93128-82e5-48e5-b9c1-17a66e8e3216 · outbound

This paper cites an unresolved cited work.

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:14:17.354540Z

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.

Observation 2d15c8bb-e5e6-4237-a44c-3ef021f83669 · outbound

This paper cites an unresolved cited work.

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:14:17.194700Z

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.

Observation 1cec88a6-2f0e-479a-b2ac-8244b2628599 · outbound

This paper cites Kedlaya and Christopher Umans.

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models Kedlaya and Christopher Umans

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:14:17.047124Z

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.

Observation 4604ddab-60a8-4266-8cad-36ccbf7c7fec · outbound

This paper cites an unresolved cited work.

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:14:16.897495Z

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.

Observation 2c8b65bf-47e3-45bc-b1d4-413f7f956374 · outbound

This paper cites an unresolved cited work.

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T13:14:05.274253Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e68a311b-4acf-498d-a858-c7fd3b613506 · outbound

This paper cites The Power of Scale for Parameter-Efficient Prompt Tuning.

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models The Power of Scale for Parameter-Efficient Prompt Tuning

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T13:14:05.430062Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c38c986d-03f1-4d40-8273-6f6d28a46161 · outbound

This paper cites an unresolved cited work.

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models Unresolved cited work

Reference 30

Resolution: verified exact; doi, observed 2026-08-07T13:14:10.031611Z

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.

Observation 7379e2a0-f5ab-47e9-89fa-6a0bf2564ba1 · outbound

This paper cites an unresolved cited work.

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T13:14:05.712287Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 94c5ec80-c385-493d-9485-42b35b736f72 · outbound

This paper cites an unresolved cited work.

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:14:16.680984Z

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.

Observation 9d95e667-a94f-4c89-903d-f5606822e634 · outbound

This paper cites an unresolved cited work.

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:14:16.481595Z

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.

Observation 1dd4391f-a4f8-4116-8c05-ab7c0efc029b · outbound

This paper cites P-Tuning v2: Prompt Tuning Can Be Comparable to Fine-tuning Universally Across Scales and Tasks.

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models P-Tuning v2: Prompt Tuning Can Be Comparable to Fine-tuning Universally Across Scales and Tasks

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T13:14:06.400170Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f80231c-1099-4aa3-bdae-6741c6a6b327 · outbound

This paper cites an unresolved cited work.

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T13:14:06.522861Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04a3e439-7b7d-4b95-bf8f-4ee364d8ae29 · outbound

This paper cites an unresolved cited work.

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T13:14:06.644357Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c92943c1-2e5e-400f-99dd-b2ec35297e1c · outbound

This paper cites an unresolved cited work.

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:14:16.271321Z

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.

Observation 3ffd5092-830c-4163-b8fb-ad31e68ab19d · outbound

This paper cites an unresolved cited work.

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models Unresolved cited work

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T13:14:06.936381Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b0d2729e-2caa-4d12-8250-8cfb3e5b0ce6 · outbound

This paper cites an unresolved cited work.

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:14:16.076649Z

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.

Observation 413712bc-cc50-46de-8085-5ec554df935e · outbound

This paper cites an unresolved cited work.

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models Unresolved cited work

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T13:14:07.316418Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e91f12a-9400-41e0-bba6-88073d2c66d5 · outbound

This paper cites an unresolved cited work.

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:14:15.928250Z

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.

Observation bc37749b-50dd-4ba4-8fd8-49cf3b0095f5 · outbound

This paper cites an unresolved cited work.

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:14:15.785803Z

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.

Observation 2811e119-3f07-441f-8a07-9599cdceab24 · outbound

This paper cites an unresolved cited work.

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models Unresolved cited work

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-07T13:14:07.798737Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 27c8fe4d-7203-42d4-bc58-9367dc430104 · outbound

This paper cites an unresolved cited work.

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:14:15.676280Z

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.

Observation c4e1defa-260f-4d4a-be7b-6e18f4258248 · outbound

This paper cites an unresolved cited work.

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:14:15.542686Z

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.

Observation 107235a9-03cd-4741-b067-214ff36d5558 · outbound

This paper cites an unresolved cited work.

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models Unresolved cited work

Reference 46

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:14:15.289800Z

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.

Observation 4bada323-2034-4956-9cb0-fa2a28bd6b02 · outbound

This paper cites an unresolved cited work.

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models Unresolved cited work

Reference 47

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:14:15.135211Z

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.

Observation 06c8136e-20f9-463b-8b15-9ae8723b47a1 · outbound

This paper cites an unresolved cited work.

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models Unresolved cited work

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-07T13:14:08.332285Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 110fbef0-efd3-41f8-89e3-d4139881537f · outbound

This paper cites IEEE Transactions on Communications (2023).

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models IEEE Transactions on Communications (2023)

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:14:15.396516Z

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.

Observation c4814b77-7b8f-43e9-b16c-918b009a1cd9 · outbound

This paper cites an unresolved cited work.

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models Unresolved cited work

Reference 50

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:14:14.969825Z

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.

Observation aad47576-2e44-41f3-9b24-8fedd5d8ec04 · outbound

This paper cites an unresolved cited work.

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models Unresolved cited work

Reference 51

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:14:14.826334Z

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.

Observation f82d3d6c-fe61-4560-8431-e70f5412a6d4 · outbound

This paper cites an unresolved cited work.

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models Unresolved cited work

Reference 52

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:14:14.680952Z

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.

Observation 4cdf48ec-5a38-4c15-b751-9fea9be95a5a · outbound

This paper cites Just Fine-tune Twice: Selective Differential Privacy for Large Language Models.

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models Just Fine-tune Twice: Selective Differential Privacy for Large Language Models

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-07T13:14:08.401537Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b526d2c-2da3-4823-8aac-34b091cd4848 · outbound

This paper cites an unresolved cited work.

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models Unresolved cited work

Reference 54

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:14:14.220121Z

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.

Observation 8875ad46-2adf-4fbc-b670-a2847c830916 · outbound

This paper cites Privacy-Preserving Personalized Federated Prompt Learning for Multimodal Large Language Models.

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models Privacy-Preserving Personalized Federated Prompt Learning for Multimodal Large Language Models

Reference 55

Resolution: verified exact; local_arxiv, observed 2026-08-07T13:14:10.166069Z

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.

Observation f17bd592-ad6b-4c54-b64b-8c7cf81cd6ef · outbound

This paper cites an unresolved cited work.

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models Unresolved cited work

Reference 56

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:14:13.941208Z

Source-reported events for the cited work

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Observation b7bbbdeb-4d4c-4a25-a3e5-2df65045e08e · outbound

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Reference 57

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:14:14.484409Z

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Observation 1b4ca379-6feb-46a7-970c-543eebce6abf · outbound

This paper cites an unresolved cited work.

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models Unresolved cited work

Reference 58

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This paper cites an unresolved cited work.

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Reference 59

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Observation c8f76181-8efd-485e-a586-3d9c848e2a88 · outbound

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Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models Unresolved cited work

Reference 60

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Observation e766d716-1bd6-4c5e-a58c-0efd2f3fbbd3 · outbound

This paper cites an unresolved cited work.

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models Unresolved cited work

Reference 61

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Observation 8df8fb5f-74ca-4729-b552-9ee7b4a9c125 · outbound

This paper cites an unresolved cited work.

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models Unresolved cited work

Reference 62

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Observation 61a0fe1c-0b85-4e08-9f16-2cbe9028e478 · outbound

This paper cites an unresolved cited work.

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models Unresolved cited work

Reference 63

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Reference 64

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This paper cites an unresolved cited work.

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models Unresolved cited work

Reference 65

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Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models Unresolved cited work

Reference 66

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:14:12.137364Z

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Observation f52c5cfd-d0a2-4684-aad2-ec3a2f3a5dd0 · outbound

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Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models iDLG: Improved Deep Leakage from Gradients

Reference 67

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Observation ea9a1754-634d-4360-8fae-6a552f96b3ec · outbound

This paper cites an unresolved cited work.

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models Unresolved cited work

Reference 68

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Observation 30185b00-73b6-416d-93e8-a099f20e5c62 · outbound

This paper cites Avestimehr.

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models Avestimehr

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:14:12.390107Z

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Observation b0aac218-a17d-4703-8ee9-722101b01f82 · outbound

This paper cites an unresolved cited work.

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models Unresolved cited work

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-07T13:14:09.812958Z

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Observation 9972000d-bfed-4d9f-aa2a-4afb27d24bac · outbound

This paper cites an unresolved cited work.

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models Unresolved cited work

Reference 71

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:14:11.707992Z

Source-reported events for the cited work

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Observation aed077a3-08e1-4fd7-82ae-d32c3c6ff527 · outbound

This paper cites an unresolved cited work.

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models Unresolved cited work

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-07T13:14:09.750961Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f9b0c07a-9a19-460e-b8a7-c57093ad3ebe · outbound

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Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models Unresolved cited work

Reference 2020

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Unavailable: canonical work link unavailable.

Observation 87e7c9ae-8633-49b8-b03c-f7ccb3636c83 · outbound

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Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models Visual Prompt Based Personalized Federated Learning

Reference 2023

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Source-reported events for the cited work

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Observation 0be5c3e3-aa05-4937-9709-03b8e083a718 · outbound

This paper cites IEEE Journal on Selected Areas in Information Theory (2024).

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models IEEE Journal on Selected Areas in Information Theory (2024)

Reference 2024

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:14:18.973048Z

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.

Pith citing papers

Observation 92be24a2-b96f-4658-8b54-a7fc956fa0d0 · inbound

Towards Privacy-Preserving Federated Prompt Tuning under Data Heterogeneity: A Subspace-Decomposed Expert Approach cites this paper.

Towards Privacy-Preserving Federated Prompt Tuning under Data Heterogeneity: A Subspace-Decomposed Expert Approach Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models

Reference 16

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.