Paper Citation Record · LEDGER

MuRA: Multi-Rank Adaptation for Efficient and Effective Test-Time Vision-Language Generalization

As of 13 August 2026, this Paper Citation Record lists 46 of 46 outbound references and 0 inbound Pith citation observations for arXiv:2608.03885.

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

pith.paper-citation-record.v1
2608.03885 v1

Coverage vector

measured 46 of 46 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T10:32:23.647859Z

measured 46 of 46 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

46 of 46 outbound references displayed

verified exact2
verified fuzzy0
unresolved44
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d4a24667-724f-4bd1-9f22-296ec3a3120c · outbound

This paper cites an unresolved cited work.

MuRA: Multi-Rank Adaptation for Efficient and Effective Test-Time Vision-Language Generalization Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-05T10:32:25.474604Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 0aff1625-19ae-4237-ae4e-46429214d77d · outbound

This paper cites an unresolved cited work.

MuRA: Multi-Rank Adaptation for Efficient and Effective Test-Time Vision-Language Generalization Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-05T10:32:19.931648Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9e7da549-999b-49a4-aff2-7bbc36293a8d · outbound

This paper cites an unresolved cited work.

MuRA: Multi-Rank Adaptation for Efficient and Effective Test-Time Vision-Language Generalization Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-05T10:32:25.450702Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 7cd0feb5-c870-48a6-bb56-d6da50595015 · outbound

This paper cites an unresolved cited work.

MuRA: Multi-Rank Adaptation for Efficient and Effective Test-Time Vision-Language Generalization Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-05T10:32:20.065343Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0874b21d-f427-4769-b910-a74788aa92e6 · outbound

This paper cites an unresolved cited work.

MuRA: Multi-Rank Adaptation for Efficient and Effective Test-Time Vision-Language Generalization Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-05T10:32:20.171518Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c7862757-0d20-44f7-91de-06e1f888cf45 · outbound

This paper cites an unresolved cited work.

MuRA: Multi-Rank Adaptation for Efficient and Effective Test-Time Vision-Language Generalization Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-05T10:32:20.277832Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b5dff45-b5ed-4cad-bda4-554684244af2 · outbound

This paper cites an unresolved cited work.

MuRA: Multi-Rank Adaptation for Efficient and Effective Test-Time Vision-Language Generalization Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-05T10:32:20.372532Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0126156e-1365-4600-af0c-10aca76b55d7 · outbound

This paper cites an unresolved cited work.

MuRA: Multi-Rank Adaptation for Efficient and Effective Test-Time Vision-Language Generalization Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-05T10:32:25.398454Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation af13a87a-c09f-4b86-b87b-d66930381168 · outbound

This paper cites an unresolved cited work.

MuRA: Multi-Rank Adaptation for Efficient and Effective Test-Time Vision-Language Generalization Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-05T10:32:20.526575Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82723997-031c-41ce-8d31-ae5620e6b96d · outbound

This paper cites an unresolved cited work.

MuRA: Multi-Rank Adaptation for Efficient and Effective Test-Time Vision-Language Generalization Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-05T10:32:20.592519Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 438e470d-2e89-4e90-a12b-0463f7597fdb · outbound

This paper cites an unresolved cited work.

MuRA: Multi-Rank Adaptation for Efficient and Effective Test-Time Vision-Language Generalization Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-05T10:32:20.652649Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4cf67f5d-9b80-4a68-9d0e-72b536ff42d0 · outbound

This paper cites an unresolved cited work.

MuRA: Multi-Rank Adaptation for Efficient and Effective Test-Time Vision-Language Generalization Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-05T10:32:20.697107Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ad816b1-618b-4b1d-bade-0313d7f46c0c · outbound

This paper cites GS-Bias: Global-Spatial Bias Learner for Single-Image Test-Time Adaptation of Vision-Language Models.

MuRA: Multi-Rank Adaptation for Efficient and Effective Test-Time Vision-Language Generalization GS-Bias: Global-Spatial Bias Learner for Single-Image Test-Time Adaptation of Vision-Language Models

Reference 13

Resolution: verified exact; local_arxiv, observed 2026-08-05T10:32:24.187505Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 2318fc20-fb42-4b1d-876f-8a5d5be17eaa · outbound

This paper cites an unresolved cited work.

MuRA: Multi-Rank Adaptation for Efficient and Effective Test-Time Vision-Language Generalization Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-05T10:32:25.160882Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 96076012-1e97-416e-aea1-bb2968d54f56 · outbound

This paper cites an unresolved cited work.

MuRA: Multi-Rank Adaptation for Efficient and Effective Test-Time Vision-Language Generalization Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-05T10:32:20.928244Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 64595be8-b67c-4119-ae43-735ac3f5bbb2 · outbound

This paper cites an unresolved cited work.

MuRA: Multi-Rank Adaptation for Efficient and Effective Test-Time Vision-Language Generalization Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-05T10:32:21.065964Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 437e1a51-7075-4262-ac08-392bf955a67f · outbound

This paper cites an unresolved cited work.

MuRA: Multi-Rank Adaptation for Efficient and Effective Test-Time Vision-Language Generalization Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-05T10:32:21.189986Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 458afbc7-108a-4f0e-9017-244ed6609077 · outbound

This paper cites The Scalability of Simplicity: Empirical Analysis of Vision-Language Learning with a Single Transformer.

MuRA: Multi-Rank Adaptation for Efficient and Effective Test-Time Vision-Language Generalization The Scalability of Simplicity: Empirical Analysis of Vision-Language Learning with a Single Transformer

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-05T10:32:21.339189Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee69792a-89b1-4838-bb3f-efd3fabb2ea1 · outbound

This paper cites an unresolved cited work.

MuRA: Multi-Rank Adaptation for Efficient and Effective Test-Time Vision-Language Generalization Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-05T10:32:21.474022Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 61d02273-e43d-48f7-914f-20e98063c5a4 · outbound

This paper cites an unresolved cited work.

MuRA: Multi-Rank Adaptation for Efficient and Effective Test-Time Vision-Language Generalization Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-05T10:32:21.589932Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ced7c23-97ce-4a75-82b0-06b9358510f7 · outbound

This paper cites Decoupled Weight Decay Regularization.

MuRA: Multi-Rank Adaptation for Efficient and Effective Test-Time Vision-Language Generalization Decoupled Weight Decay Regularization

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-05T10:32:21.676694Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3971cd5b-e931-4e36-ac51-b40f18044a35 · outbound

This paper cites an unresolved cited work.

MuRA: Multi-Rank Adaptation for Efficient and Effective Test-Time Vision-Language Generalization Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-05T10:32:21.820904Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d6e930f-4497-43ed-8500-0e614d1198b8 · outbound

This paper cites an unresolved cited work.

MuRA: Multi-Rank Adaptation for Efficient and Effective Test-Time Vision-Language Generalization Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-05T10:32:24.901000Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation f4711fef-e61a-4ef9-83b9-9d4b4b4eff09 · outbound

This paper cites an unresolved cited work.

MuRA: Multi-Rank Adaptation for Efficient and Effective Test-Time Vision-Language Generalization Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-05T10:32:22.137004Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e374b255-2249-456e-997f-95d64a9f1eec · outbound

This paper cites an unresolved cited work.

MuRA: Multi-Rank Adaptation for Efficient and Effective Test-Time Vision-Language Generalization Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-05T10:32:22.214172Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d3f0a422-223a-4b9a-b991-028c1e55e035 · outbound

This paper cites an unresolved cited work.

MuRA: Multi-Rank Adaptation for Efficient and Effective Test-Time Vision-Language Generalization Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-05T10:32:22.274176Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f59f827e-bb5c-4fc1-839a-951a6b6d181f · outbound

This paper cites an unresolved cited work.

MuRA: Multi-Rank Adaptation for Efficient and Effective Test-Time Vision-Language Generalization Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-05T10:32:22.347032Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb45322e-4da9-4b37-86e9-7fc7b90a3386 · outbound

This paper cites an unresolved cited work.

MuRA: Multi-Rank Adaptation for Efficient and Effective Test-Time Vision-Language Generalization Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-05T10:32:24.758044Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 517bec4c-5e7e-4bc4-bed4-422c6f39f570 · outbound

This paper cites UCF101: A Dataset of 101 Human Actions Classes From Videos in The Wild.

MuRA: Multi-Rank Adaptation for Efficient and Effective Test-Time Vision-Language Generalization UCF101: A Dataset of 101 Human Actions Classes From Videos in The Wild

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-05T10:32:22.509497Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 27a1cc30-e298-4e59-b939-37873496e82a · outbound

This paper cites an unresolved cited work.

MuRA: Multi-Rank Adaptation for Efficient and Effective Test-Time Vision-Language Generalization Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-05T10:32:22.593435Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a4661c6-aca9-4b8b-923d-2ae11292df6a · outbound

This paper cites VGR: Visual Grounded Reasoning.

MuRA: Multi-Rank Adaptation for Efficient and Effective Test-Time Vision-Language Generalization VGR: Visual Grounded Reasoning

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-05T10:32:22.685049Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c3c0719d-223b-4719-87da-ef7ac10c1df1 · outbound

This paper cites World to Code: Multi-modal Data Generation via Self-Instructed Compositional Captioning and Filtering.

MuRA: Multi-Rank Adaptation for Efficient and Effective Test-Time Vision-Language Generalization World to Code: Multi-modal Data Generation via Self-Instructed Compositional Captioning and Filtering

Reference 32

Resolution: verified exact; local_arxiv, observed 2026-08-05T10:32:23.958610Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation fab0f0fc-b047-4c17-ae2d-ce0896681683 · outbound

This paper cites Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution.

MuRA: Multi-Rank Adaptation for Efficient and Effective Test-Time Vision-Language Generalization Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-05T10:32:22.824517Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 46b1a2a2-7248-46b5-a4f4-eec7aa027fe3 · outbound

This paper cites an unresolved cited work.

MuRA: Multi-Rank Adaptation for Efficient and Effective Test-Time Vision-Language Generalization Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-05T10:32:22.881962Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f3286b2-4f43-4425-9a8f-4ce13d94f7e7 · outbound

This paper cites an unresolved cited work.

MuRA: Multi-Rank Adaptation for Efficient and Effective Test-Time Vision-Language Generalization Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-05T10:32:24.646222Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation d603d4ac-dcf5-483a-bca3-3e7932cb8bd8 · outbound

This paper cites an unresolved cited work.

MuRA: Multi-Rank Adaptation for Efficient and Effective Test-Time Vision-Language Generalization Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-05T10:32:23.050113Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f97aa872-e388-4eb7-9c4b-94e0c69cdaab · outbound

This paper cites an unresolved cited work.

MuRA: Multi-Rank Adaptation for Efficient and Effective Test-Time Vision-Language Generalization Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-05T10:32:24.530026Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 8b1b1f59-2338-4732-a32c-6c7cbda10091 · outbound

This paper cites Unified Vision and Language Prompt Learning.

MuRA: Multi-Rank Adaptation for Efficient and Effective Test-Time Vision-Language Generalization Unified Vision and Language Prompt Learning

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-05T10:32:23.244452Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d3795f74-aef0-4bb4-8b71-d28e55c08e0d · outbound

This paper cites an unresolved cited work.

MuRA: Multi-Rank Adaptation for Efficient and Effective Test-Time Vision-Language Generalization Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-05T10:32:24.426580Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 3f82c145-620e-42e6-8ea1-75d8749b2cc2 · outbound

This paper cites Tip-Adapter: Training-free CLIP-Adapter for Better Vision-Language Modeling.

MuRA: Multi-Rank Adaptation for Efficient and Effective Test-Time Vision-Language Generalization Tip-Adapter: Training-free CLIP-Adapter for Better Vision-Language Modeling

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-05T10:32:23.382440Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 23a6361c-0790-45cb-a4f0-46ba1a922a94 · outbound

This paper cites an unresolved cited work.

MuRA: Multi-Rank Adaptation for Efficient and Effective Test-Time Vision-Language Generalization Unresolved cited work

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-05T10:32:23.463988Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 49350549-ffa5-4d25-bdcb-7de35003d2b6 · outbound

This paper cites an unresolved cited work.

MuRA: Multi-Rank Adaptation for Efficient and Effective Test-Time Vision-Language Generalization Unresolved cited work

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-05T10:32:23.541260Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7d62f23f-ac26-48cc-8114-23314538d53c · outbound

This paper cites an unresolved cited work.

MuRA: Multi-Rank Adaptation for Efficient and Effective Test-Time Vision-Language Generalization Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-05T10:32:24.288808Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation e4dd94b2-3625-4e76-bc3b-d6f4b09e665d · outbound

This paper cites In2010 IEEE computer society conference on computer vision and pattern recognition.

MuRA: Multi-Rank Adaptation for Efficient and Effective Test-Time Vision-Language Generalization In2010 IEEE computer society conference on computer vision and pattern recognition

Reference 2010

Resolution: unresolved; no resolver link, observed 2026-08-05T10:32:23.138881Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db8c6404-2169-419a-8528-aa06aaa23992 · outbound

This paper cites Fine-Grained Visual Classification of Aircraft.

MuRA: Multi-Rank Adaptation for Efficient and Effective Test-Time Vision-Language Generalization Fine-Grained Visual Classification of Aircraft

Reference 2013

Resolution: unresolved; no resolver link, observed 2026-08-05T10:32:21.936627Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d9ced6a3-6438-4436-b694-917c90e7de0d · outbound

This paper cites InProceedings of the IEEE/CVF conference on computer vision and pattern recognition.

MuRA: Multi-Rank Adaptation for Efficient and Effective Test-Time Vision-Language Generalization InProceedings of the IEEE/CVF conference on computer vision and pattern recognition

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-05T10:32:20.754081Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.