Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-03T17:47:51.694630Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 47 of 47 outbound references and 1 inbound Pith citation observation for arXiv:2512.08211.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-03T17:47:51.694630Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-05-20T14:26:16.480948Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-20T14:28:21.190776Z
47 of 47 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation adceb667-25aa-4dff-8f32-45e2848eeed8 · outbound
MobileFineTuner: A Mobile-Native Framework for On-Device LLM Fine-Tuning in Real-World Embedded AI Applications Unresolved cited work
Reference 1
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Observation e383cc45-69f9-4e5b-b8f7-813b5ab7f382 · outbound
MobileFineTuner: A Mobile-Native Framework for On-Device LLM Fine-Tuning in Real-World Embedded AI Applications Unresolved cited work
Reference 2
Source-reported events for the cited work
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Observation ec72b4d0-0408-42a8-b6df-f474e66c2bbb · outbound
MobileFineTuner: A Mobile-Native Framework for On-Device LLM Fine-Tuning in Real-World Embedded AI Applications Flower: A Friendly Federated Learning Research Framework
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 36939b69-3eb2-417b-865f-d930aa0ee4cb · outbound
MobileFineTuner: A Mobile-Native Framework for On-Device LLM Fine-Tuning in Real-World Embedded AI Applications Unresolved cited work
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7463a3dc-adec-49a6-b68d-980baa4aae16 · outbound
MobileFineTuner: A Mobile-Native Framework for On-Device LLM Fine-Tuning in Real-World Embedded AI Applications Unresolved cited work
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1fbdd16b-6d79-4a78-9433-e8ce138b3c0d · outbound
MobileFineTuner: A Mobile-Native Framework for On-Device LLM Fine-Tuning in Real-World Embedded AI Applications Unresolved cited work
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 421f1fc8-7fd3-4279-8497-c3f05b1d3645 · outbound
MobileFineTuner: A Mobile-Native Framework for On-Device LLM Fine-Tuning in Real-World Embedded AI Applications 2016.Reg- ulation (EU) 2016/679 of the European Parliament and of the Council
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0e1a89d6-fb25-4a8d-b70e-48718b10a8b6 · outbound
MobileFineTuner: A Mobile-Native Framework for On-Device LLM Fine-Tuning in Real-World Embedded AI Applications Unresolved cited work
Reference 8
Source-reported events for the cited work
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Observation 43176b41-9002-404e-995d-93b5b1b24c66 · outbound
MobileFineTuner: A Mobile-Native Framework for On-Device LLM Fine-Tuning in Real-World Embedded AI Applications Unresolved cited work
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cb8262ff-a1b4-4e8f-abdf-c19ba22c049d · outbound
MobileFineTuner: A Mobile-Native Framework for On-Device LLM Fine-Tuning in Real-World Embedded AI Applications Unresolved cited work
Reference 11
Source-reported events for the cited work
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Observation 58fe930f-668b-43a1-877a-904cc92ac2d6 · outbound
MobileFineTuner: A Mobile-Native Framework for On-Device LLM Fine-Tuning in Real-World Embedded AI Applications Unresolved cited work
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8ea44ed1-35f7-44e0-b5a1-20d8cebc0147 · outbound
MobileFineTuner: A Mobile-Native Framework for On-Device LLM Fine-Tuning in Real-World Embedded AI Applications Measuring Massive Multitask Language Understanding
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ddb25f28-644a-4861-894a-1e88d9e5e0f0 · outbound
MobileFineTuner: A Mobile-Native Framework for On-Device LLM Fine-Tuning in Real-World Embedded AI Applications Scaling Laws for Neural Language Models
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4fc5cf84-41f6-4e48-a18d-2216118976c3 · outbound
MobileFineTuner: A Mobile-Native Framework for On-Device LLM Fine-Tuning in Real-World Embedded AI Applications Unresolved cited work
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6d9610ac-061c-4f99-b6c2-c5b4260483d0 · outbound
MobileFineTuner: A Mobile-Native Framework for On-Device LLM Fine-Tuning in Real-World Embedded AI Applications MobiLLM: Enabling LLM Fine-Tuning on the Mobile Device via Server Assisted Side Tuning
Reference 16
Source-reported events for the cited work
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Observation 7dbc715f-7ae1-40ae-891f-d74821b4f309 · outbound
MobileFineTuner: A Mobile-Native Framework for On-Device LLM Fine-Tuning in Real-World Embedded AI Applications Unresolved cited work
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7d6fd130-8bb9-4888-bf85-38e5d83e8dcc · outbound
MobileFineTuner: A Mobile-Native Framework for On-Device LLM Fine-Tuning in Real-World Embedded AI Applications Unresolved cited work
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d1835f65-b049-4cd4-a5ae-0e60cec1f965 · outbound
MobileFineTuner: A Mobile-Native Framework for On-Device LLM Fine-Tuning in Real-World Embedded AI Applications Unresolved cited work
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ad214917-8298-4317-a947-b2c675d398b2 · outbound
MobileFineTuner: A Mobile-Native Framework for On-Device LLM Fine-Tuning in Real-World Embedded AI Applications GPT-4 Technical Report
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1d646492-888d-465d-8ad0-d40573cb6a32 · outbound
MobileFineTuner: A Mobile-Native Framework for On-Device LLM Fine-Tuning in Real-World Embedded AI Applications Unresolved cited work
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0e017cac-54f6-4ff4-a99e-f277618a1a26 · outbound
MobileFineTuner: A Mobile-Native Framework for On-Device LLM Fine-Tuning in Real-World Embedded AI Applications InProceedings of the Workshop on Edge and Mobile Foundation Models(Minato-ku, Tokyo, Japan)(EdgeFM ’24)
Reference 22
Source-reported events for the cited work
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Observation 809cdd51-6beb-4e60-8a5d-e934f4fec282 · outbound
MobileFineTuner: A Mobile-Native Framework for On-Device LLM Fine-Tuning in Real-World Embedded AI Applications Unresolved cited work
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a9f82803-aa96-4bcd-bef7-9febc994c47b · outbound
MobileFineTuner: A Mobile-Native Framework for On-Device LLM Fine-Tuning in Real-World Embedded AI Applications Unresolved cited work
Reference 24
Source-reported events for the cited work
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Observation eaa2f9b7-3f11-46d7-9d57-166cadb1a1fa · outbound
MobileFineTuner: A Mobile-Native Framework for On-Device LLM Fine-Tuning in Real-World Embedded AI Applications Unresolved cited work
Reference 25
Source-reported events for the cited work
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Observation e8949ee1-4704-4856-8729-b95bea4ada9d · outbound
MobileFineTuner: A Mobile-Native Framework for On-Device LLM Fine-Tuning in Real-World Embedded AI Applications Unresolved cited work
Reference 26
Source-reported events for the cited work
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Observation 7bbc37e1-de9c-4bd0-9291-c2e56e339fa3 · outbound
MobileFineTuner: A Mobile-Native Framework for On-Device LLM Fine-Tuning in Real-World Embedded AI Applications Unresolved cited work
Reference 27
Source-reported events for the cited work
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Observation b5f33162-4264-475d-be3e-13ce93618974 · outbound
MobileFineTuner: A Mobile-Native Framework for On-Device LLM Fine-Tuning in Real-World Embedded AI Applications Unresolved cited work
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 538dd811-8a7e-4977-8913-e13c7bb3cfc0 · outbound
MobileFineTuner: A Mobile-Native Framework for On-Device LLM Fine-Tuning in Real-World Embedded AI Applications Unresolved cited work
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8aa27b3d-e19a-4b56-bac9-5b936567e77e · outbound
MobileFineTuner: A Mobile-Native Framework for On-Device LLM Fine-Tuning in Real-World Embedded AI Applications LLaMA: Open and Efficient Foundation Language Models
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 571c5578-f93d-4ad8-96c9-cbae0af64abb · outbound
MobileFineTuner: A Mobile-Native Framework for On-Device LLM Fine-Tuning in Real-World Embedded AI Applications Unresolved cited work
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 87314f51-e371-4f9a-acca-a3f0c099b962 · outbound
MobileFineTuner: A Mobile-Native Framework for On-Device LLM Fine-Tuning in Real-World Embedded AI Applications Unresolved cited work
Reference 32
Source-reported events for the cited work
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Observation bf4f1a56-a9f3-4068-88a8-45ca7c951ca6 · outbound
MobileFineTuner: A Mobile-Native Framework for On-Device LLM Fine-Tuning in Real-World Embedded AI Applications Gemma 3 Technical Report
Reference 33
Source-reported events for the cited work
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Observation 4ef67e81-b50a-4f41-8e42-412ba8cda4db · outbound
MobileFineTuner: A Mobile-Native Framework for On-Device LLM Fine-Tuning in Real-World Embedded AI Applications Unresolved cited work
Reference 34
Source-reported events for the cited work
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Observation 76a45413-21a2-4924-b031-3e02049d70f5 · outbound
MobileFineTuner: A Mobile-Native Framework for On-Device LLM Fine-Tuning in Real-World Embedded AI Applications Smith, Iz Beltagy, and Hannaneh Hajishirzi
Reference 35
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Observation a3bed4f8-f0ec-461d-8e86-17793e865c7f · outbound
MobileFineTuner: A Mobile-Native Framework for On-Device LLM Fine-Tuning in Real-World Embedded AI Applications Smith, Daniel Khashabi, and Hannaneh Hajishirzi
Reference 36
Source-reported events for the cited work
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Observation c5b4c9e3-0674-4170-bb2f-5d00e5fac613 · outbound
MobileFineTuner: A Mobile-Native Framework for On-Device LLM Fine-Tuning in Real-World Embedded AI Applications Unresolved cited work
Reference 37
Source-reported events for the cited work
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Observation 0e5acd4e-1e75-4e46-8dba-cffaecf2589c · outbound
MobileFineTuner: A Mobile-Native Framework for On-Device LLM Fine-Tuning in Real-World Embedded AI Applications HuggingFace's Transformers: State-of-the-art Natural Language Processing
Reference 38
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Observation 025878f6-a1f8-402d-9a37-801e40aa8092 · outbound
MobileFineTuner: A Mobile-Native Framework for On-Device LLM Fine-Tuning in Real-World Embedded AI Applications Unresolved cited work
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0081fb05-e2c7-4088-a1af-c36ffa71978e · outbound
MobileFineTuner: A Mobile-Native Framework for On-Device LLM Fine-Tuning in Real-World Embedded AI Applications PAE MobiLLM: Privacy-Aware and Efficient LLM Fine-Tuning on the Mobile Device via Additive Side-Tuning
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c428768f-5c42-4c0e-8a25-3b4936d0a534 · outbound
MobileFineTuner: A Mobile-Native Framework for On-Device LLM Fine-Tuning in Real-World Embedded AI Applications Flexible Personalized Split Federated Learning for On-Device Fine-Tuning of Foundation Models
Reference 41
Source-reported events for the cited work
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Observation 41272a2a-80ec-483c-989e-9e697c472457 · outbound
MobileFineTuner: A Mobile-Native Framework for On-Device LLM Fine-Tuning in Real-World Embedded AI Applications Unresolved cited work
Reference 42
Source-reported events for the cited work
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Observation 058799e7-a1bd-4c21-be9b-88ba0f43d700 · outbound
MobileFineTuner: A Mobile-Native Framework for On-Device LLM Fine-Tuning in Real-World Embedded AI Applications BloombergGPT: A Large Language Model for Finance
Reference 45
Source-reported events for the cited work
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Observation 2c924511-6b1d-435f-b665-60cb3473ca9f · outbound
MobileFineTuner: A Mobile-Native Framework for On-Device LLM Fine-Tuning in Real-World Embedded AI Applications InNorth American Chapter of the Association for Computational Linguistics
Reference 2019
Source-reported events for the cited work
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Observation af7064ec-ec67-424f-9fb3-2c78a5b3b314 · outbound
MobileFineTuner: A Mobile-Native Framework for On-Device LLM Fine-Tuning in Real-World Embedded AI Applications InProceedings of the International Conference for High Perfor- mance Computing, Networking, Storage and Analysis(Atlanta, Georgia) (SC ’20)
Reference 2020
Source-reported events for the cited work
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Observation 0ae48ac5-40e1-44b8-8c73-d2caaf724493 · outbound
MobileFineTuner: A Mobile-Native Framework for On-Device LLM Fine-Tuning in Real-World Embedded AI Applications InProceedings of the 2024 Conference on Empirical Methods in Natural Language Processing, Yaser Al-Onaizan, Mohit Bansal, and Yun-Nung Chen (Eds.)
Reference 2024
Source-reported events for the cited work
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Observation c588bc0a-b143-4a1a-afa0-ac6abc451bb7 · outbound
MobileFineTuner: A Mobile-Native Framework for On-Device LLM Fine-Tuning in Real-World Embedded AI Applications IEEE Transactions on Knowledge and Data Engineering37, 7 (2025), 4314–4337
Reference 2025
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Observation 65bd863b-07f0-4057-abd6-063c28622be4 · outbound
MobileFineTuner: A Mobile-Native Framework for On-Device LLM Fine-Tuning in Real-World Embedded AI Applications Unresolved cited work
Reference 3731
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d6381128-3bb8-40da-88a3-d3b3a6acbfa0 · inbound
OpenJarvis: Personal AI, On Personal Devices MobileFineTuner: A Mobile-Native Framework for On-Device LLM Fine-Tuning in Real-World Embedded AI Applications
Reference 12
Source-reported events for the cited work
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