Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-05T12:56:46.149045Z
Paper Citation Record · LEDGER
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data
As of 23 August 2026, this Paper Citation Record lists 86 of 86 outbound references and 0 inbound Pith citation observations for arXiv:2509.01193.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
86 of 86 outbound references displayed
- verified exact1
- verified fuzzy13
- unresolved70
- parse uncertain0
- malformed identifier1
- metadata mismatch1
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation cd6657ef-8363-4d1b-b8b0-bc1c87346092 · outbound
This paper cites Optimization with PuLP.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Optimization with PuLP
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T12:56:39.775794Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8a84b294-6e0a-4bbb-b2db-142826a8f4bb · outbound
This paper cites The Ymir Proejct: Dataset and Workload.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data The Ymir Proejct: Dataset and Workload
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T12:56:39.818373Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation df537976-5b9e-4f22-8357-9450bf93311e · outbound
This paper cites SCIP: Solving Constraint Integer Programs.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data SCIP: Solving Constraint Integer Programs
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T12:56:39.896609Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 544ddce0-142f-437e-84f9-4c2c58a11770 · outbound
This paper cites Full Version (with Appendix) of LobRA.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Full Version (with Appendix) of LobRA
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T12:56:39.955467Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9fba1502-56b2-43d0-91cd-76d9840fe41b · outbound
This paper cites an unresolved cited work.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Unresolved cited work
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T12:56:40.005885Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 973e46a6-1e0a-429d-9eb6-8903868fb267 · outbound
This paper cites an unresolved cited work.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Unresolved cited work
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T12:56:40.040219Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a3dddf02-dcd3-44a6-ad87-639f95e1ff3c · outbound
This paper cites an unresolved cited work.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Unresolved cited work
Reference 7
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T12:56:47.138611Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 5588038e-fa30-4f74-a8df-0f4a7818bdaa · outbound
This paper cites an unresolved cited work.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Unresolved cited work
Reference 8
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T12:56:47.130900Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 79fd4f34-60b7-4b9e-ae33-fe15431b7ff7 · outbound
This paper cites Fu, Stefano Ermon, Atri Rudra, and Christopher Ré.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Fu, Stefano Ermon, Atri Rudra, and Christopher Ré
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T12:56:47.123624Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation deb2794b-ddd5-42a9-819f-0722a16ed4d2 · outbound
This paper cites an unresolved cited work.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Unresolved cited work
Reference 10
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T12:56:47.116551Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation a56a40a8-1a5c-40fc-85c0-d35e0169332d · outbound
This paper cites an unresolved cited work.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Unresolved cited work
Reference 11
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T12:56:47.109233Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation fdd4882e-1016-4000-a356-1c6badc7923b · outbound
This paper cites an unresolved cited work.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Unresolved cited work
Reference 12
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T12:56:47.102129Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation d06a77df-751f-421a-8bb6-0b29c5aba3bb · outbound
This paper cites an unresolved cited work.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Unresolved cited work
Reference 13
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T12:56:47.094989Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 17266caa-5e18-4b01-9029-9b298e9c4a77 · outbound
This paper cites Fine-Tuning Pretrained Language Models: Weight Initializations, Data Orders, and Early Stopping.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Fine-Tuning Pretrained Language Models: Weight Initializations, Data Orders, and Early Stopping
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T12:56:40.554825Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b1caff9e-bdf3-4a2c-b657-a93cb43e0728 · outbound
This paper cites an unresolved cited work.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Unresolved cited work
Reference 15
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T12:56:47.087495Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 2c70a2e6-7451-4b4e-b1d4-70399cfe0522 · outbound
This paper cites an unresolved cited work.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Unresolved cited work
Reference 16
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T12:56:47.080136Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 52c329da-2cf6-4624-ae24-aadb1a854ef0 · outbound
This paper cites an unresolved cited work.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Unresolved cited work
Reference 17
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T12:56:47.072518Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 9485fa32-8842-486e-bdd4-17a145c21c39 · outbound
This paper cites an unresolved cited work.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Unresolved cited work
Reference 18
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T12:56:47.065015Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 6319d3e2-b7a4-4505-8ed9-afa10c79d977 · outbound
This paper cites Model-as-a-Service (MaaS): A Survey.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Model-as-a-Service (MaaS): A Survey
Reference 19
- Resolution
- verified exact
- local_arxiv, observed 2026-08-05T12:56:46.645264Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 340fae79-d87a-48c6-93fa-7e6a73e20560 · outbound
This paper cites an unresolved cited work.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Unresolved cited work
Reference 20
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T12:56:47.057767Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 02831130-595a-4248-82c6-1a59a4a7d199 · outbound
This paper cites Hu, Yelong Shen, Phillip Wallis, Zeyuan Allen-Zhu, Yuanzhi Li, Shean Wang, Lu Wang, and Weizhu Chen.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Hu, Yelong Shen, Phillip Wallis, Zeyuan Allen-Zhu, Yuanzhi Li, Shean Wang, Lu Wang, and Weizhu Chen
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T12:56:47.050434Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 5ceb95ae-1ea3-49e5-87b6-4aa3b642b8a2 · outbound
This paper cites an unresolved cited work.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Unresolved cited work
Reference 22
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T12:56:47.042938Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation e76dfc0b-48d8-4829-8843-0dfaae683329 · outbound
This paper cites Le, Yonghui Wu, and Zhifeng Chen.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Le, Yonghui Wu, and Zhifeng Chen
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T12:56:47.034882Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation a85f5060-7822-4468-a6bf-4f7640ab34f9 · outbound
This paper cites an unresolved cited work.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Unresolved cited work
Reference 24
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T12:56:47.026873Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation ff6ce93c-496a-43e8-a8fa-659265de6239 · outbound
This paper cites an unresolved cited work.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Unresolved cited work
Reference 25
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T12:56:47.010892Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 114c368f-ac9a-479a-b4f5-d8850e0e7833 · outbound
This paper cites an unresolved cited work.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Unresolved cited work
Reference 26
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T12:56:47.002623Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 08411cd0-2288-4589-9152-8cf9a07b3f98 · outbound
This paper cites Kingma and Jimmy Ba.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Kingma and Jimmy Ba
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T12:56:46.994314Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation f78e23cb-4405-49e4-ba8f-b3e8c6e5a246 · outbound
This paper cites an unresolved cited work.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Unresolved cited work
Reference 28
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T12:56:46.985978Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 8d1707f3-f03b-484e-bb81-93f11a20f2b2 · outbound
This paper cites Efficient Sequence Packing without Cross-contamination: Accelerating Large Language Models without Impacting Performance.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Efficient Sequence Packing without Cross-contamination: Accelerating Large Language Models without Impacting Performance
Reference 29
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T12:56:41.491376Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 29e65627-f891-4c07-896e-902ff806397e · outbound
This paper cites Enhancing Training Efficiency Using Packing with Flash Attention.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Enhancing Training Efficiency Using Packing with Flash Attention
Reference 30
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T12:56:41.567207Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2c0e1766-a196-4cdd-9304-8e3d19559c01 · outbound
This paper cites an unresolved cited work.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Unresolved cited work
Reference 31
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T12:56:46.977765Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation b70ef541-5386-49dc-a0ce-cc7529ad8930 · outbound
This paper cites an unresolved cited work.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Unresolved cited work
Reference 32
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T12:56:46.969061Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation e444c5f1-28e9-4d67-a3ef-d824da7a5cb9 · outbound
This paper cites Hetu v2: A General and Scalable Deep Learning System with Hierarchical and Heterogeneous Single Program Multiple Data Annotations.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Hetu v2: A General and Scalable Deep Learning System with Hierarchical and Heterogeneous Single Program Multiple Data Annotations
Reference 33
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T12:56:41.888359Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 53f4baff-e3db-4fed-b7af-a8f4c21f96a5 · outbound
This paper cites an unresolved cited work.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Unresolved cited work
Reference 34
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T12:56:41.958450Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 56b2087c-2678-4b20-a8db-dcef3be4ba97 · outbound
This paper cites an unresolved cited work.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Unresolved cited work
Reference 35
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T12:56:46.939626Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 2af79520-e446-4be1-b7e4-3c35817803fe · outbound
This paper cites an unresolved cited work.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Unresolved cited work
Reference 36
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T12:56:46.932109Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 8c9f8c9e-1e2e-4496-9f1d-c9d0667b34ba · outbound
This paper cites A Survey on LoRA of Large Language Models.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data A Survey on LoRA of Large Language Models
Reference 37
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T12:56:42.254172Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8ef46c78-a800-4c59-8c1f-21a7921d2859 · outbound
This paper cites an unresolved cited work.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Unresolved cited work
Reference 38
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T12:56:46.924376Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation fe0d865e-a85b-4991-990b-d838aa2b5199 · outbound
This paper cites an unresolved cited work.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Unresolved cited work
Reference 39
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T12:56:42.353304Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 561e32ff-2840-4bb7-b4e5-2fcef268446e · outbound
This paper cites an unresolved cited work.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Unresolved cited work
Reference 40
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T12:56:46.916162Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 9bf53aeb-186f-46ac-b6ea-d8710e3a7321 · outbound
This paper cites Devanur, Gregory R.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Devanur, Gregory R
Reference 41
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T12:56:46.908712Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation fc6de37d-0aa9-42a9-b1ef-1a71c23dd5f7 · outbound
This paper cites an unresolved cited work.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Unresolved cited work
Reference 42
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T12:56:46.900908Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 59f15105-c89b-44af-bcdb-8a8c464dc788 · outbound
This paper cites an unresolved cited work.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Unresolved cited work
Reference 43
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T12:56:46.893375Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 1c3be16a-50ae-45d5-a2e5-12820ae00e1a · outbound
This paper cites an unresolved cited work.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Unresolved cited work
Reference 44
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T12:56:46.885956Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 98ff24ff-c608-4efe-a198-a15e730fd054 · outbound
This paper cites an unresolved cited work.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Unresolved cited work
Reference 45
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T12:56:46.878444Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 844835fb-c691-487f-b643-31447f3c0163 · outbound
This paper cites an unresolved cited work.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Unresolved cited work
Reference 46
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T12:56:46.871076Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation b4fdf553-436c-4123-b974-80080532825e · outbound
This paper cites an unresolved cited work.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Unresolved cited work
Reference 47
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T12:56:46.863414Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 7ac4b679-09b2-4576-a1ca-f90d46f6b982 · outbound
This paper cites GPT-4 Technical Report.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data GPT-4 Technical Report
Reference 48
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T12:56:42.836639Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9f8b3c4d-1a41-440d-8b0f-886c59e325de · outbound
This paper cites an unresolved cited work.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Unresolved cited work
Reference 49
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T12:56:46.856048Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation dd912f32-fbe0-41be-9ea5-176e20207c49 · outbound
This paper cites The Ultimate Guide to Fine-Tuning LLMs from Basics to Breakthroughs: An Exhaustive Review of Technologies, Research, Best Practices, Applied Research Challenges and Opportunities.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data The Ultimate Guide to Fine-Tuning LLMs from Basics to Breakthroughs: An Exhaustive Review of Technologies, Research, Best Practices, Applied Research Challenges and Opportunities
Reference 50
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T12:56:42.976452Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a7212ff4-5263-4a3b-8820-81c3497f62d5 · outbound
This paper cites Recipes for building an open-domain chatbot.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Recipes for building an open-domain chatbot
Reference 51
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T12:56:43.048096Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 722319fc-9d9d-4ae7-a2de-d9f4cfd466d6 · outbound
This paper cites Gon- zalez, and Ion Stoica.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Gon- zalez, and Ion Stoica
Reference 52
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T12:56:46.848878Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 75cda6f5-3a58-4583-834c-632f0c1ed491 · outbound
This paper cites Smith, Luke Zettlemoyer, Wen-tau Yih, and Mike Lewis.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Smith, Luke Zettlemoyer, Wen-tau Yih, and Mike Lewis
Reference 53
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T12:56:46.841322Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 55a7683b-3298-4207-b693-dc4fc84b9e36 · outbound
This paper cites Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism
Reference 54
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T12:56:43.214169Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7fed5a6e-5d8e-4a21-8928-5493eaa096c0 · outbound
This paper cites an unresolved cited work.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Unresolved cited work
Reference 55
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T12:56:46.833708Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation b2b33f0c-5898-4efa-bc99-64bfe2d52852 · outbound
This paper cites an unresolved cited work.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Unresolved cited work
Reference 56
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T12:56:46.825492Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 6ff0bf41-6063-4140-b022-a8813ec35c73 · outbound
This paper cites an unresolved cited work.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Unresolved cited work
Reference 57
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T12:56:46.818124Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation a6b6ba6b-68e8-4eca-ae49-a5a8663bae0f · outbound
This paper cites an unresolved cited work.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Unresolved cited work
Reference 58
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T12:56:46.810795Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 09de685b-79f2-4563-ac10-cf56eaecc902 · outbound
This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Llama 2: Open Foundation and Fine-Tuned Chat Models
Reference 59
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T12:56:43.747544Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f92b505a-7da8-41f3-9ce7-379a24169212 · outbound
This paper cites Gomez, Lukasz Kaiser, and Illia Polosukhin.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Gomez, Lukasz Kaiser, and Illia Polosukhin
Reference 60
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T12:56:46.803193Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation ab8f1dd6-fa3d-4ee9-8162-28743d69143a · outbound
This paper cites Smith, Iz Beltagy, and Hannaneh Hajishirzi.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Smith, Iz Beltagy, and Hannaneh Hajishirzi
Reference 61
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T12:56:46.795587Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 4b3670ee-e077-4efa-bd7f-404e44d8661a · outbound
This paper cites an unresolved cited work.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Unresolved cited work
Reference 62
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T12:56:46.788150Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 668cf11b-89aa-4f29-a3a6-2b1ee4075729 · outbound
This paper cites MultiLoRA: Democratizing LoRA for Better Multi-Task Learning.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data MultiLoRA: Democratizing LoRA for Better Multi-Task Learning
Reference 63
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T12:56:44.095719Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7ebc1f16-4616-4b8a-976e-29da2fa81f65 · outbound
This paper cites an unresolved cited work.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Unresolved cited work
Reference 64
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T12:56:46.780652Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation a368ee94-2186-458c-84ff-7904d46dba33 · outbound
This paper cites an unresolved cited work.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Unresolved cited work
Reference 65
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T12:56:46.773357Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 57ccafc0-63fc-4108-8b53-39cff4cd44d7 · outbound
This paper cites Qwen2 Technical Report.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Qwen2 Technical Report
Reference 66
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T12:56:44.517189Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4d0020c2-97dd-473c-8d48-98b920280f02 · outbound
This paper cites mLoRA: Fine-Tuning LoRA Adapters via Highly-Efficient Pipeline Parallelism in Multiple GPUs.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data mLoRA: Fine-Tuning LoRA Adapters via Highly-Efficient Pipeline Parallelism in Multiple GPUs
Reference 67
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T12:56:44.642060Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f1f2480d-7904-442d-bc6b-a4543cdba757 · outbound
This paper cites an unresolved cited work.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Unresolved cited work
Reference 68
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T12:56:46.765923Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation f749c8bb-1495-461a-a4d0-aa25185ab6f9 · outbound
This paper cites an unresolved cited work.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Unresolved cited work
Reference 69
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T12:56:46.758579Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation bf0bcad8-5e1d-4255-b89f-c1c4dc28e058 · outbound
This paper cites an unresolved cited work.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Unresolved cited work
Reference 70
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T12:56:46.751131Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 8901cb4c-6c1a-44bb-b7fa-878898ef879f · outbound
This paper cites an unresolved cited work.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Unresolved cited work
Reference 71
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T12:56:46.742272Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 71378f2b-93ca-4a7a-8d1f-41ecd3894e11 · outbound
This paper cites an unresolved cited work.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Unresolved cited work
Reference 72
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T12:56:46.733791Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation c4527323-f076-42f0-84aa-4badb010d515 · outbound
This paper cites an unresolved cited work.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Unresolved cited work
Reference 73
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T12:56:46.725334Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 2b6adc43-2104-468c-b14e-80c0366307a2 · outbound
This paper cites an unresolved cited work.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Unresolved cited work
Reference 74
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T12:56:46.708182Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation ed3f0184-a611-4c2f-8d83-82b4a68edd08 · outbound
This paper cites Xing, Joseph E.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Xing, Joseph E
Reference 75
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T12:56:46.699344Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 309cf02a-611c-425c-8b76-7927a08b57d1 · outbound
This paper cites an unresolved cited work.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Unresolved cited work
Reference 76
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T12:56:46.691160Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 968617f0-e3ff-48d2-b6d0-c71411d3dc42 · outbound
This paper cites Multi-LoRA Composition for Image Generation.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Multi-LoRA Composition for Image Generation
Reference 77
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T12:56:45.821454Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 61598d3d-577c-4b2c-a62d-a7e9ef81e511 · outbound
This paper cites an unresolved cited work.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Unresolved cited work
Reference 78
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T12:56:46.682468Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 95796fb4-7a4b-487b-aeb7-c7ee2c5d9592 · outbound
This paper cites an unresolved cited work.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Unresolved cited work
Reference 79
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T12:56:46.673596Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 2a771688-3925-45ee-92a9-08c07e33e618 · outbound
This paper cites an unresolved cited work.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Unresolved cited work
Reference 80
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T12:56:46.664764Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 269788aa-0aa6-4e96-9af3-ebc2354d8401 · outbound
This paper cites ✗” indicates the parallel configuration does not support processing the corresponding sequence length due to out-of-memory errors. The symbol “-.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data ✗” indicates the parallel configuration does not support processing the corresponding sequence length due to out-of-memory errors. The symbol “-
Reference 81
- Resolution
- malformed identifier
- raw_fallback, observed 2026-08-05T12:56:46.338366Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 2d8dc8c6-32fe-4d88-b9a3-45b069b39d56 · outbound
This paper cites an unresolved cited work.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data Unresolved cited work
Reference 2020
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T12:56:46.947278Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 43454c09-ae4f-4788-b19d-aadece9c90df · outbound
This paper cites ZTE Communications 20, S1 (2022), 27.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data ZTE Communications 20, S1 (2022), 27
Reference 2022
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T12:56:46.960791Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 1f4f94e2-6aed-4278-b4fc-d0e83af21e2a · outbound
This paper cites In Proceedings of the 29th ACM Symposium on Operating Systems Principles (SOSP 2023).
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data In Proceedings of the 29th ACM Symposium on Operating Systems Principles (SOSP 2023)
Reference 2023
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T12:56:47.018944Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation ee7bb5a8-003c-43b6-b392-d85852c9ad4c · outbound
This paper cites A Study of Optimizations for Fine-tuning Large Language Models.
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data A Study of Optimizations for Fine-tuning Large Language Models
Reference 2024
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-08-05T12:56:46.399877Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 1db73a0a-590e-4351-8d03-31cb829b816d · outbound
This paper cites In Proceedings of the 2025 ACM International Conference on Management of Data (SIGMOD 2025).
LobRA: Multi-tenant Fine-tuning over Heterogeneous Data In Proceedings of the 2025 ACM International Conference on Management of Data (SIGMOD 2025)
Reference 2025
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T12:56:46.716623Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Pith citing papers
No inbound Pith citation observations are available.