Paper Citation Record · LEDGER

Pilot: Building the Federated Multimodal Instruction Tuning Framework

As of 11 August 2026, this Paper Citation Record lists 52 of 52 outbound references and 1 inbound Pith citation observation for arXiv:2501.13985.

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

pith.paper-citation-record.v1
2501.13985 v1

Coverage vector

measured 52 of 52 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T15:59:36.659081Z

measured 53 of 53 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-20T19:06:08.951475Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-20T19:08:54.358384Z

Reference resolution

52 of 52 outbound references displayed

verified exact1
verified fuzzy2
unresolved49
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 67ee9aca-9eed-41fd-b406-66ba6a16ae3b · outbound

This paper cites , " * write output.state after.block = add.period write newline.

Pilot: Building the Federated Multimodal Instruction Tuning Framework , " * write output.state after.block = add.period write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-10T15:59:36.443077Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 819fa708-c6e1-4c10-8e71-e0855d760866 · outbound

This paper cites write newline.

Pilot: Building the Federated Multimodal Instruction Tuning Framework write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-10T15:59:36.447726Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f7917404-bcbf-45d2-a91e-074a9fb45da1 · outbound

This paper cites A.; Noorbakhsh, S.

Pilot: Building the Federated Multimodal Instruction Tuning Framework A.; Noorbakhsh, S

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:59:37.251731Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation c6f89f99-84b6-403a-850e-9df4686ee972 · outbound

This paper cites an unresolved cited work.

Pilot: Building the Federated Multimodal Instruction Tuning Framework Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-10T15:59:37.239903Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation e4ef43dc-abba-4aaa-8b3e-784064139bfb · outbound

This paper cites an unresolved cited work.

Pilot: Building the Federated Multimodal Instruction Tuning Framework Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-10T15:59:37.228822Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation a7ea6803-f8d6-4262-bccf-4f0273f46e77 · outbound

This paper cites an unresolved cited work.

Pilot: Building the Federated Multimodal Instruction Tuning Framework Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-10T15:59:37.218001Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 3991a907-6cdf-472f-b7f5-6cc50381cb7e · outbound

This paper cites an unresolved cited work.

Pilot: Building the Federated Multimodal Instruction Tuning Framework Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-10T15:59:37.206345Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation b8d75ea9-0514-49d8-9c93-ecfb75870b1b · outbound

This paper cites Shikra: Unleashing Multimodal LLM's Referential Dialogue Magic.

Pilot: Building the Federated Multimodal Instruction Tuning Framework Shikra: Unleashing Multimodal LLM's Referential Dialogue Magic

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-10T15:59:36.475912Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 24ada076-4659-4f94-9242-7dd4a2cc33f3 · outbound

This paper cites E.; et al.

Pilot: Building the Federated Multimodal Instruction Tuning Framework E.; et al

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-10T15:59:36.480441Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d115e5af-186d-4da0-ba32-6fcda9dbe16b · outbound

This paper cites InstructBLIP: Towards General-purpose Vision-Language Models with Instruction Tuning.

Pilot: Building the Federated Multimodal Instruction Tuning Framework InstructBLIP: Towards General-purpose Vision-Language Models with Instruction Tuning

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-10T15:59:36.484956Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 028b11cc-e42e-4212-8379-b7b050fdfa08 · outbound

This paper cites an unresolved cited work.

Pilot: Building the Federated Multimodal Instruction Tuning Framework Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-10T15:59:36.489477Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2e713aa0-9afd-47c3-9a81-73816e115f72 · outbound

This paper cites PaLM-E: An Embodied Multimodal Language Model.

Pilot: Building the Federated Multimodal Instruction Tuning Framework PaLM-E: An Embodied Multimodal Language Model

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-10T15:59:36.493468Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a37fd9b8-aa32-4029-8943-30972ab52593 · outbound

This paper cites Personalized Federated Learning: A Meta-Learning Approach.

Pilot: Building the Federated Multimodal Instruction Tuning Framework Personalized Federated Learning: A Meta-Learning Approach

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-10T15:59:36.498912Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 784ed9c4-7516-41ab-8e0c-13d275b71b7b · outbound

This paper cites FATE-LLM: A Industrial Grade Federated Learning Framework for Large Language Models.

Pilot: Building the Federated Multimodal Instruction Tuning Framework FATE-LLM: A Industrial Grade Federated Learning Framework for Large Language Models

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-10T15:59:36.503124Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f98b88e-a334-4b08-bb7d-76b63a33b23f · outbound

This paper cites an unresolved cited work.

Pilot: Building the Federated Multimodal Instruction Tuning Framework Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-10T15:59:36.507309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f43b329-140f-45af-a772-368af4f3f6c3 · outbound

This paper cites an unresolved cited work.

Pilot: Building the Federated Multimodal Instruction Tuning Framework Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-10T15:59:37.172636Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 10d312ae-526d-4436-8d8f-8d3055ac3d7b · outbound

This paper cites an unresolved cited work.

Pilot: Building the Federated Multimodal Instruction Tuning Framework Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-10T15:59:37.160104Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 634055bf-e472-4221-afdf-a3fcbb4cb7e7 · outbound

This paper cites Continual Instruction Tuning for Large Multimodal Models.

Pilot: Building the Federated Multimodal Instruction Tuning Framework Continual Instruction Tuning for Large Multimodal Models

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-10T15:59:36.520464Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b04f8c8c-aadf-4286-ac56-4149931ba79c · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

Pilot: Building the Federated Multimodal Instruction Tuning Framework LoRA: Low-Rank Adaptation of Large Language Models

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-10T15:59:36.524719Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 024eb770-e9e8-4c3d-a838-dd16348ddbce · outbound

This paper cites an unresolved cited work.

Pilot: Building the Federated Multimodal Instruction Tuning Framework Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-10T15:59:37.146551Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 0900d2e5-4b8d-496f-879f-d09593f6bca3 · outbound

This paper cites an unresolved cited work.

Pilot: Building the Federated Multimodal Instruction Tuning Framework Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-10T15:59:37.134156Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 6128c6a7-66fa-4b31-89db-5e3f964d0811 · outbound

This paper cites an unresolved cited work.

Pilot: Building the Federated Multimodal Instruction Tuning Framework Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-10T15:59:37.121954Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation ddb0a05d-3987-4081-b922-a6e4e975171f · outbound

This paper cites an unresolved cited work.

Pilot: Building the Federated Multimodal Instruction Tuning Framework Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-10T15:59:36.540869Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2bceea5d-bde6-4191-ad8e-eb56cf938a5c · outbound

This paper cites K.; Zaheer, M.; Sanjabi, M.; Talwalkar, A.; and Smith, V.

Pilot: Building the Federated Multimodal Instruction Tuning Framework K.; Zaheer, M.; Sanjabi, M.; Talwalkar, A.; and Smith, V

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-10T15:59:36.545106Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0fa18a63-55ab-47c1-ae9f-7857c170af85 · outbound

This paper cites an unresolved cited work.

Pilot: Building the Federated Multimodal Instruction Tuning Framework Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-10T15:59:36.549663Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 877a262a-c816-40f0-8533-a7aee2bc23a2 · outbound

This paper cites an unresolved cited work.

Pilot: Building the Federated Multimodal Instruction Tuning Framework Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-10T15:59:36.553401Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eebd9a2a-21da-4fc2-9a21-7613469be1bd · outbound

This paper cites an unresolved cited work.

Pilot: Building the Federated Multimodal Instruction Tuning Framework Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-10T15:59:36.557112Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0dd83d4e-f28c-4769-9191-8c4292953696 · outbound

This paper cites FedCLIP: Fast Generalization and Personalization for CLIP in Federated Learning.

Pilot: Building the Federated Multimodal Instruction Tuning Framework FedCLIP: Fast Generalization and Personalization for CLIP in Federated Learning

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-10T15:59:36.560652Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f6b3f37-bac7-4916-829a-c603117b02fd · outbound

This paper cites an unresolved cited work.

Pilot: Building the Federated Multimodal Instruction Tuning Framework Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-10T15:59:36.564262Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 92f8aea3-0282-48a7-8c2a-66551332a8ff · outbound

This paper cites K.; and Chakraborty, A.

Pilot: Building the Federated Multimodal Instruction Tuning Framework K.; and Chakraborty, A

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:59:37.068673Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 4e347b8e-97dc-413e-b692-940e93bb9c17 · outbound

This paper cites W.; Hallacy, C.; Ramesh, A.; Goh, G.; Agarwal, S.; Sastry, G.; Askell, A.; Mishkin, P.; Clark, J.; et al.

Pilot: Building the Federated Multimodal Instruction Tuning Framework W.; Hallacy, C.; Ramesh, A.; Goh, G.; Agarwal, S.; Sastry, G.; Askell, A.; Mishkin, P.; Clark, J.; et al

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-10T15:59:36.572250Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dbd5348f-b777-45e2-adc6-5f4dd46e8112 · outbound

This paper cites Adaptive Federated Optimization.

Pilot: Building the Federated Multimodal Instruction Tuning Framework Adaptive Federated Optimization

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-10T15:59:36.576179Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2dd468db-4df8-42ae-bd33-9ab33414c4f3 · outbound

This paper cites Multimodal Instruction Tuning with Conditional Mixture of LoRA.

Pilot: Building the Federated Multimodal Instruction Tuning Framework Multimodal Instruction Tuning with Conditional Mixture of LoRA

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-10T15:59:36.580483Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ec1e640-46d1-4853-b95f-f0f22bfd5bb4 · outbound

This paper cites CLIP-guided Federated Learning on Heterogeneous and Long-Tailed Data.

Pilot: Building the Federated Multimodal Instruction Tuning Framework CLIP-guided Federated Learning on Heterogeneous and Long-Tailed Data

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-10T15:59:36.585117Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 47e0f7b8-5a54-4864-8c65-cdfb8ea213b5 · outbound

This paper cites an unresolved cited work.

Pilot: Building the Federated Multimodal Instruction Tuning Framework Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-10T15:59:37.050654Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation a99e7176-fd3b-4517-a4cf-c7af0b83b76d · outbound

This paper cites an unresolved cited work.

Pilot: Building the Federated Multimodal Instruction Tuning Framework Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-10T15:59:37.039181Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation cad62666-3f80-4d1f-9182-3d743042bacb · outbound

This paper cites Finetuned Language Models Are Zero-Shot Learners.

Pilot: Building the Federated Multimodal Instruction Tuning Framework Finetuned Language Models Are Zero-Shot Learners

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-10T15:59:36.598003Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad03d722-3a92-42cb-851c-f5006f623749 · outbound

This paper cites an unresolved cited work.

Pilot: Building the Federated Multimodal Instruction Tuning Framework Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-10T15:59:37.028884Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 2fd489a4-04dd-4e17-b12d-03f3c36202bc · outbound

This paper cites OneRef: Unified One-tower Expression Grounding and Segmentation with Mask Referring Modeling.

Pilot: Building the Federated Multimodal Instruction Tuning Framework OneRef: Unified One-tower Expression Grounding and Segmentation with Mask Referring Modeling

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-10T15:59:36.606904Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fa477a90-2a4a-4fa5-aadd-72775ac63e18 · outbound

This paper cites an unresolved cited work.

Pilot: Building the Federated Multimodal Instruction Tuning Framework Unresolved cited work

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-10T15:59:36.611508Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a69ef708-a340-403f-889a-536c0ce47df8 · outbound

This paper cites an unresolved cited work.

Pilot: Building the Federated Multimodal Instruction Tuning Framework Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-10T15:59:37.008984Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 8b963eeb-251b-4b6f-a493-078d9e3382d3 · outbound

This paper cites Libra: Building Decoupled Vision System on Large Language Models.

Pilot: Building the Federated Multimodal Instruction Tuning Framework Libra: Building Decoupled Vision System on Large Language Models

Reference 42

Resolution: verified exact; local_arxiv, observed 2026-08-10T15:59:36.776833Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 58dbb0be-89eb-4e72-83e6-589bbd78fcd4 · outbound

This paper cites MultiInstruct: Improving Multi-Modal Zero-Shot Learning via Instruction Tuning.

Pilot: Building the Federated Multimodal Instruction Tuning Framework MultiInstruct: Improving Multi-Modal Zero-Shot Learning via Instruction Tuning

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-10T15:59:36.624222Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe2a9ed8-0655-4cc9-8787-63afa78763bc · outbound

This paper cites an unresolved cited work.

Pilot: Building the Federated Multimodal Instruction Tuning Framework Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-10T15:59:36.994121Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation f5622e23-2b27-44e5-b601-bfc07a10eb46 · outbound

This paper cites an unresolved cited work.

Pilot: Building the Federated Multimodal Instruction Tuning Framework Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-08-10T15:59:36.981680Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 8e5d379a-8311-4bd1-90be-d5670be39b46 · outbound

This paper cites Dual-Personalizing Adapter for Federated Foundation Models.

Pilot: Building the Federated Multimodal Instruction Tuning Framework Dual-Personalizing Adapter for Federated Foundation Models

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-10T15:59:36.635342Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ccb07d3-e20f-4f95-98fb-d00b5d0ea4f4 · outbound

This paper cites mPLUG-Owl: Modularization Empowers Large Language Models with Multimodality.

Pilot: Building the Federated Multimodal Instruction Tuning Framework mPLUG-Owl: Modularization Empowers Large Language Models with Multimodality

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-10T15:59:36.638898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5097e38d-e042-47b4-8e45-6818a4b1b342 · outbound

This paper cites OpenFedLLM: Training Large Language Models on Decentralized Private Data via Federated Learning.

Pilot: Building the Federated Multimodal Instruction Tuning Framework OpenFedLLM: Training Large Language Models on Decentralized Private Data via Federated Learning

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-10T15:59:36.642594Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 30d85429-b9b5-4fbb-b261-48550b2de59d · outbound

This paper cites an unresolved cited work.

Pilot: Building the Federated Multimodal Instruction Tuning Framework Unresolved cited work

Reference 49

Resolution: unresolved; raw_fallback, observed 2026-08-10T15:59:36.970494Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation db5a4053-9e9d-4849-b46f-059e6f451cce · outbound

This paper cites an unresolved cited work.

Pilot: Building the Federated Multimodal Instruction Tuning Framework Unresolved cited work

Reference 50

Resolution: unresolved; raw_fallback, observed 2026-08-10T15:59:36.958242Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 9ee000ae-81c3-4a43-ac5b-f33704d8853b · outbound

This paper cites MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models.

Pilot: Building the Federated Multimodal Instruction Tuning Framework MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-10T15:59:36.654753Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 325f11c7-1447-4e03-9521-67445b839b24 · outbound

This paper cites ST-MoE: Designing Stable and Transferable Sparse Expert Models.

Pilot: Building the Federated Multimodal Instruction Tuning Framework ST-MoE: Designing Stable and Transferable Sparse Expert Models

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-10T15:59:36.659081Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation a3271561-71fa-490d-9e06-bc31441ac24c · inbound

UB-SMoE: Universally Balanced Sparse Mixture-of-Experts for Resource-adaptive Federated Fine-tuning of Foundation Models cites this paper.

UB-SMoE: Universally Balanced Sparse Mixture-of-Experts for Resource-adaptive Federated Fine-tuning of Foundation Models Pilot: Building the Federated Multimodal Instruction Tuning Framework

Reference 22

Resolution: verified exact; arxiv_id, observed 2026-05-20T19:08:54.359877Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.