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Paper Citation Record · LEDGER

Visual-Oriented Fine-Grained Knowledge Editing for MultiModal Large Language Models

As of 21 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 2 inbound Pith citation observations for arXiv:2411.12790.

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

pith.paper-citation-record.v1
2411.12790 v1

Coverage vector

measured 33 of 33 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T17:28:22.485203Z

measured 35 of 35 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T17:26:28.876560Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-25T04:00:18.936206Z

Reference resolution

33 of 33 outbound references displayed

  • verified exact0
  • verified fuzzy24
  • unresolved9
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f4460aca-9f83-4102-8515-c0da3fba7a55 · outbound

This paper cites GPT-4 Technical Report.

Visual-Oriented Fine-Grained Knowledge Editing for MultiModal Large Language Models GPT-4 Technical Report

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-12T17:28:22.338672Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T17:28:22.338672Z digest=sha256:a4bf14f966432fced322cd1a29fe8608edbb1bffda9a22782fe4e305088a1d60

Observation 79e82202-7678-4713-a6f7-a5f5b8218bab · outbound

This paper cites Flamingo: a visual language model for few-shot learning.

Visual-Oriented Fine-Grained Knowledge Editing for MultiModal Large Language Models Flamingo: a visual language model for few-shot learning

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T17:28:22.995612Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T17:28:22.343707Z digest=sha256:351a3258cbc68f7c05137b8eb403da40a834090e9d56013b670e5674b85ffd33

Observation 6683001a-79d7-411d-b4eb-a2e9a26d8fca · outbound

This paper cites Lan- guage models are few-shot learners.

Visual-Oriented Fine-Grained Knowledge Editing for MultiModal Large Language Models Lan- guage models are few-shot learners

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T17:28:22.981659Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T17:28:22.348335Z digest=sha256:1d39fe053b5ec92476b3b5d849994fd1842d7bd1a69d0d2a8f10a1ce31ad41e0

Observation 59fca84f-08d1-49d0-8b87-8d6b5986d62e · outbound

This paper cites Can we edit multimodal large language models? In EMNLP, 2023.

Visual-Oriented Fine-Grained Knowledge Editing for MultiModal Large Language Models Can we edit multimodal large language models? In EMNLP, 2023

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T17:28:22.966534Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T17:28:22.352882Z digest=sha256:920ce31cd8e22bb9ab61ae2a475a258af33fdcbfc6a76b70945679f2ec27fa72

Observation 8956a47f-de73-422c-b89c-04ef66a3a0c5 · outbound

This paper cites Knowledge neurons in pretrained transform- ers.

Visual-Oriented Fine-Grained Knowledge Editing for MultiModal Large Language Models Knowledge neurons in pretrained transform- ers

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T17:28:22.951778Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T17:28:22.357546Z digest=sha256:e677cc40b8337fd692a02c97bdf3b96e66e0f2e324c41bd855a9bf0690b5967f

Observation f3e993c2-81a9-45aa-830a-0073d5e06949 · outbound

This paper cites Editing factual knowledge in language models.

Visual-Oriented Fine-Grained Knowledge Editing for MultiModal Large Language Models Editing factual knowledge in language models

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T17:28:22.937096Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T17:28:22.361690Z digest=sha256:1d34ccb1d20b0f63d0b1a016fb7b20a4586a75be69cb41ecbbbf793de21c2194

Observation 275e7fba-fd25-4963-9dd7-eb04a2d5c20d · outbound

This paper cites Calibrating factual knowledge in pretrained language models.

Visual-Oriented Fine-Grained Knowledge Editing for MultiModal Large Language Models Calibrating factual knowledge in pretrained language models

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T17:28:22.922538Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T17:28:22.366661Z digest=sha256:54589b11e4153c5d11d634c586275f4c4abc3b5daea9c24db163bb8c713709d1

Observation 632ed644-b913-48d6-8082-dd037be90b2c · outbound

This paper cites Making the v in vqa matter: Elevating the role of image understanding in visual question answer- ing.

Visual-Oriented Fine-Grained Knowledge Editing for MultiModal Large Language Models Making the v in vqa matter: Elevating the role of image understanding in visual question answer- ing

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T17:28:22.908332Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T17:28:22.371777Z digest=sha256:4a10afd8f31714f44e51f2f7e3acbc54fdf72c5f3d25850162f4a9845092e6cc

Observation ab75ac45-b896-4ceb-a2a3-ccd79b8ed9e6 · outbound

This paper cites VLKEB: A Large Vision-Language Model Knowledge Editing Benchmark.

Visual-Oriented Fine-Grained Knowledge Editing for MultiModal Large Language Models VLKEB: A Large Vision-Language Model Knowledge Editing Benchmark

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-12T17:28:22.376530Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T17:28:22.376530Z digest=sha256:4e765308e29b7f3aed434da7269977fa64a9e95f42fec902352f9f3ca8388153

Observation a87bc602-b270-470d-bc94-88bf559d3d6f · outbound

This paper cites Transformer-patcher: One mistake worth one neuron.

Visual-Oriented Fine-Grained Knowledge Editing for MultiModal Large Language Models Transformer-patcher: One mistake worth one neuron

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T17:28:22.893817Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T17:28:22.381694Z digest=sha256:39f3417b8086cfd3826d9fa72703a7fa27c26e2ccc9012c3ee387193ff052721

Observation 18d7afb0-c2d0-410d-89c1-ef198185f7ae · outbound

This paper cites Dai, Jakob Uszkoreit, Quoc Le, and Slav Petrov.

Visual-Oriented Fine-Grained Knowledge Editing for MultiModal Large Language Models Dai, Jakob Uszkoreit, Quoc Le, and Slav Petrov

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T17:28:22.879268Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T17:28:22.386203Z digest=sha256:31a827ecdcd238ea824e13f0129955577422a982e6f05ecb7b78c12765c5f4ec

Observation 627b23a3-d592-4bad-aecb-1ce79247ad96 · outbound

This paper cites Mind the gap: Assessing temporal general- ization in neural language models.

Visual-Oriented Fine-Grained Knowledge Editing for MultiModal Large Language Models Mind the gap: Assessing temporal general- ization in neural language models

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T17:28:22.865568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T17:28:22.391415Z digest=sha256:1ac8518e90190f85c7b5001a495801e5810a3041536884c3e535e6b2c1c41c29

Observation d02de01a-8a9a-4eb3-82af-cbc5a32def2e · outbound

This paper cites Blip-2: Bootstrapping language-image pre-training with frozen image encoders and large language models.

Visual-Oriented Fine-Grained Knowledge Editing for MultiModal Large Language Models Blip-2: Bootstrapping language-image pre-training with frozen image encoders and large language models

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T17:28:22.851850Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T17:28:22.396147Z digest=sha256:5aa913a387463ea319ad9f64420500efe2bc4767a6ddbd6525a62bfb3cf10461

Observation 7817d1b0-38b6-4291-9405-6c8a0743e3f8 · outbound

This paper cites MIKE: A New Benchmark for Fine-grained Multimodal Entity Knowledge Editing.

Visual-Oriented Fine-Grained Knowledge Editing for MultiModal Large Language Models MIKE: A New Benchmark for Fine-grained Multimodal Entity Knowledge Editing

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-12T17:28:22.400579Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T17:28:22.400579Z digest=sha256:c2b7555b10c23041a782e128bf296c87f313c6c156522ab24975651fe8b5ff20

Observation 76be5fd9-2f23-4d2c-9b89-bb89e07224d2 · outbound

This paper cites Visual instruction tuning.

Visual-Oriented Fine-Grained Knowledge Editing for MultiModal Large Language Models Visual instruction tuning

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T17:28:22.837821Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T17:28:22.405579Z digest=sha256:dd1e4454a5ba18e478cd4948c8404befee80fea209a33aff097b26e534b4cdc1

Observation fdeaf58d-3ac4-45d0-99f4-cad66fbb910a · outbound

This paper cites Memory-assisted prompt editing to improve gpt-3 af- ter deployment.

Visual-Oriented Fine-Grained Knowledge Editing for MultiModal Large Language Models Memory-assisted prompt editing to improve gpt-3 af- ter deployment

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T17:28:22.823914Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T17:28:22.409821Z digest=sha256:bd857d1f65967f2e4b39dd7a89d2bfd15198525d8ea6cefbd92cbd9eb83006b9

Observation fb39c1ff-11c2-48c1-b525-a1e8e006512c · outbound

This paper cites Locating and editing factual associations in gpt.

Visual-Oriented Fine-Grained Knowledge Editing for MultiModal Large Language Models Locating and editing factual associations in gpt

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T17:28:22.808751Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T17:28:22.414271Z digest=sha256:0c9b72695cabd93b9f088cf1e8222ca3e1385a0803f942a8d0d55876725f1c7a

Observation 70055881-8367-404d-aa13-30b45747d100 · outbound

This paper cites Mass-editing memory in a trans- former.

Visual-Oriented Fine-Grained Knowledge Editing for MultiModal Large Language Models Mass-editing memory in a trans- former

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T17:28:22.794243Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T17:28:22.418741Z digest=sha256:c212d4628459a2774e7a8dd890ee6dee1589c954a0040b1c9bfa566d317f21ce

Observation 8c268ef5-ca03-497e-bd17-26e2eda80930 · outbound

This paper cites Fast model editing at scale.

Visual-Oriented Fine-Grained Knowledge Editing for MultiModal Large Language Models Fast model editing at scale

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T17:28:22.779472Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T17:28:22.423155Z digest=sha256:9c2b6902b0a8f0842a22490dfcbe3d53254f23165cfd00ad594606a240e4e1c4

Observation f859992a-60f9-47dd-b3f1-0fea42166531 · outbound

This paper cites Memory-based model editing at scale.

Visual-Oriented Fine-Grained Knowledge Editing for MultiModal Large Language Models Memory-based model editing at scale

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T17:28:22.764533Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T17:28:22.427749Z digest=sha256:f7686f0a7d450e2ca206646ede821f644e12a61b359340ec2835e25907e752d0

Observation 1a582944-e5d1-4c54-a62a-401777d98d8d · outbound

This paper cites Learn- ing transferable visual models from natural language super- vision.

Visual-Oriented Fine-Grained Knowledge Editing for MultiModal Large Language Models Learn- ing transferable visual models from natural language super- vision

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T17:28:22.749539Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T17:28:22.431979Z digest=sha256:5ef4ca0c6a498ebbb248173ed70c2f8b47c4baef9e242d9f95490e65a8b24ab1

Observation 9dacff20-5292-48e0-843c-8d52ab6651ea · outbound

This paper cites Editable neural net- works.

Visual-Oriented Fine-Grained Knowledge Editing for MultiModal Large Language Models Editable neural net- works

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T17:28:22.733834Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T17:28:22.436511Z digest=sha256:61f0aaf88f054e7c0ccc42a22cdd6f21ed8744da9cd03398f14a5e6680687e80

Observation 0bcda096-fa24-47f2-a8ee-1d4d2c8b2a97 · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

Visual-Oriented Fine-Grained Knowledge Editing for MultiModal Large Language Models LLaMA: Open and Efficient Foundation Language Models

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-12T17:28:22.441149Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T17:28:22.441149Z digest=sha256:3bc2b2721568878ee1a6ecd483f84ac877fda1de25185b7923a8dc57fbd50e30

Observation 797247dc-6ad5-4c0b-864a-2f2079ed521b · outbound

This paper cites Multimodal few-shot learning with frozen language models.

Visual-Oriented Fine-Grained Knowledge Editing for MultiModal Large Language Models Multimodal few-shot learning with frozen language models

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T17:28:22.717275Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T17:28:22.445858Z digest=sha256:4ebb2c52c735664af6e361d95fa15476153ae0a06a01602efbe8963e7c82efad

Observation ee0fb9e5-a8d2-4399-83f3-6340d999812e · outbound

This paper cites EasyEdit: An Easy-to-use Knowledge Editing Framework for Large Language Models.

Visual-Oriented Fine-Grained Knowledge Editing for MultiModal Large Language Models EasyEdit: An Easy-to-use Knowledge Editing Framework for Large Language Models

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-12T17:28:22.450190Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T17:28:22.450190Z digest=sha256:c60776ae13b934b6fb77413de56d1210bb79e168bce95d6dd3a58b8be6a6b139

Observation ca2a85e7-3eff-46db-a668-056ed600cde4 · outbound

This paper cites MM-REACT: Prompting ChatGPT for Multimodal Reasoning and Action.

Visual-Oriented Fine-Grained Knowledge Editing for MultiModal Large Language Models MM-REACT: Prompting ChatGPT for Multimodal Reasoning and Action

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-12T17:28:22.454281Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T17:28:22.454281Z digest=sha256:e72a91d1368fafaaf6d67f41abfc386a5b6cd7a93bd2bebc03eda7dbda6f4144

Observation 3e2a610d-06f7-4cb8-91e9-ba93fa5f59e8 · outbound

This paper cites Editing large language models: Problems, methods, and op- portunities.

Visual-Oriented Fine-Grained Knowledge Editing for MultiModal Large Language Models Editing large language models: Problems, methods, and op- portunities

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T17:28:22.702998Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T17:28:22.458576Z digest=sha256:07e23c3aaa2b83fcd219e219a09bfb44bde0d4ea46438c17cf2a93a01150f067

Observation b3271d03-67fe-4524-9c34-5bc85bd312d5 · outbound

This paper cites A Survey on Multimodal Large Language Models.

Visual-Oriented Fine-Grained Knowledge Editing for MultiModal Large Language Models A Survey on Multimodal Large Language Models

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-12T17:28:22.462743Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T17:28:22.462743Z digest=sha256:bee80ff837880c1d432e98bd0896e72b745fe5aaa7cb28d70b4cf582305f3b64

Observation b1b23dfc-7e6b-4381-a3a9-154bce3e38a4 · outbound

This paper cites MC-MKE: A Fine-Grained Multimodal Knowledge Editing Benchmark Emphasizing Modality Consistency.

Visual-Oriented Fine-Grained Knowledge Editing for MultiModal Large Language Models MC-MKE: A Fine-Grained Multimodal Knowledge Editing Benchmark Emphasizing Modality Consistency

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-12T17:28:22.466783Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T17:28:22.466783Z digest=sha256:27f62c5e7d1c5396ed0011327ef03d602a8cd8fb548e047f227c42e94d7b913b

Observation 1c322fe2-4116-4e1a-9625-311cc64cafc7 · outbound

This paper cites A Comprehensive Study of Knowledge Editing for Large Language Models.

Visual-Oriented Fine-Grained Knowledge Editing for MultiModal Large Language Models A Comprehensive Study of Knowledge Editing for Large Language Models

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-12T17:28:22.471579Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T17:28:22.471579Z digest=sha256:576b19c9e02c082c7f2a37f92c834fb57d3c22a11246121850cc269016d4d856

Observation 0387bacf-0de5-4799-92ac-64df24c85f7c · outbound

This paper cites Can we edit factual knowl- edge by in-context learning? In EMNLP, 2023.

Visual-Oriented Fine-Grained Knowledge Editing for MultiModal Large Language Models Can we edit factual knowl- edge by in-context learning? In EMNLP, 2023

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T17:28:22.688292Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T17:28:22.476260Z digest=sha256:f70ee19e38f5a983855e9910e70dc79b4959627c7989b5243bb90665ba0b4893

Observation 95c87f7b-deb8-4f6b-b54e-04eca18d9cc5 · outbound

This paper cites Modify- ing memories in transformer models.

Visual-Oriented Fine-Grained Knowledge Editing for MultiModal Large Language Models Modify- ing memories in transformer models

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T17:28:22.673028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T17:28:22.480657Z digest=sha256:1829f837ca8fc25078c7c9dcba01c0c81d1c9f809ec0dad543f810c432edf73c

Observation e16738f7-b728-4836-b123-c14ae72d3bb7 · outbound

This paper cites MiniGPT-4: Enhancing vision-language understanding with advanced large language models.

Visual-Oriented Fine-Grained Knowledge Editing for MultiModal Large Language Models MiniGPT-4: Enhancing vision-language understanding with advanced large language models

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T17:28:22.657849Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T17:28:22.485203Z digest=sha256:9b6291e02dc18bc9c31701b58a872fe2e25e93e57cc46f8bd055ef6694cd2408

Pith citing papers

Observation 95457c9d-4a1a-4666-b1d1-2adb74e27b9f · inbound

ClinKD: Cross-Modal Clinical Knowledge Distiller For Multi-Task Medical Images cites this paper.

ClinKD: Cross-Modal Clinical Knowledge Distiller For Multi-Task Medical Images Visual-Oriented Fine-Grained Knowledge Editing for MultiModal Large Language Models

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-08T17:26:28.876560Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T17:26:28.876560Z digest=sha256:bc7304e7e554632e0473846d71442224507dbebe6ad6035344fda9b75a763d80

Observation aba1a079-5f95-48be-b7a0-a5fff8f81a1a · inbound

Beyond Binary Edits Robust Multimodal Knowledge Editing with Adversarial Subspace Alignment cites this paper.

Beyond Binary Edits Robust Multimodal Knowledge Editing with Adversarial Subspace Alignment Visual-Oriented Fine-Grained Knowledge Editing for MultiModal Large Language Models

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arxiv_id, observed 2026-05-25T04:00:18.939263Z

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source=pdf_text observed=2026-05-25T03:59:41.631923Z digest=sha256:1fdb2590cd752d0a9c2ac1eff62d64c68cf2b5c949a3d0543720a48e6273ceed