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Paper Citation Record · LEDGER

Beyond Binary Edits Robust Multimodal Knowledge Editing with Adversarial Subspace Alignment

As of 4 August 2026, this Paper Citation Record lists 53 of 53 outbound references and 0 inbound Pith citation observations for arXiv:2605.23780.

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

pith.paper-citation-record.v1
2605.23780 v1

Coverage vector

measured 53 of 53 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-25T03:59:41.631923Z

measured 53 of 53 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+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

53 of 53 outbound references displayed

  • verified exact36
  • verified fuzzy15
  • unresolved1
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation fecd9e51-cc4f-4a0d-a85f-5161e7ca74e7 · outbound

This paper cites Qwen2.5-VL Technical Report.

Beyond Binary Edits Robust Multimodal Knowledge Editing with Adversarial Subspace Alignment Qwen2.5-VL Technical Report

Reference 1

Resolution
verified exact
local_arxiv, observed 2026-05-25T04:00:18.871016Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-25T03:59:41.631923Z digest=sha256:fc20a88251a066554c8dfde150923f5080cfebcff0f003f30c7dcfb6aeab73cc

Observation c2c48388-546c-4acb-b441-2f002a4ff23e · outbound

This paper cites Decoding by Contrasting Knowledge: Enhancing LLMs' Confidence on Edited Facts.

Beyond Binary Edits Robust Multimodal Knowledge Editing with Adversarial Subspace Alignment Decoding by Contrasting Knowledge: Enhancing LLMs' Confidence on Edited Facts

Reference 2

Resolution
verified exact
arxiv_id, observed 2026-05-25T04:00:18.836609Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-25T03:59:41.631923Z digest=sha256:302cbcbe189306c97a261a88f3843fd0499d283ff4f7c9294d159a1b404b2d09

Observation d3e29941-8b7f-43db-8d0b-b83c322a9845 · outbound

This paper cites Can We Edit Multimodal Large Language Models?.

Beyond Binary Edits Robust Multimodal Knowledge Editing with Adversarial Subspace Alignment Can We Edit Multimodal Large Language Models?

Reference 3

Resolution
verified exact
arxiv_id, observed 2026-05-25T04:00:18.991399Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-25T03:59:41.631923Z digest=sha256:350201c85e8b7ca05eae49837ec07b4170aaffb0999e9b7581e47e40c96bdb44

Observation 236a734f-7272-4b02-8411-031a263edf90 · outbound

This paper cites Gramian Multimodal Representation Learning and Alignment.

Beyond Binary Edits Robust Multimodal Knowledge Editing with Adversarial Subspace Alignment Gramian Multimodal Representation Learning and Alignment

Reference 4

Resolution
verified exact
arxiv_id, observed 2026-05-25T04:00:18.843119Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-25T03:59:41.631923Z digest=sha256:40cd4c33261e4ed282e6bb052b9c3a7dd7beae52f025b720a615e63e5fabd1d9

Observation d634ee7e-21f0-4d1f-8cdd-405d34872d52 · outbound

This paper cites Evaluating the Ripple Effects of Knowledge Editing in Language Models.

Beyond Binary Edits Robust Multimodal Knowledge Editing with Adversarial Subspace Alignment Evaluating the Ripple Effects of Knowledge Editing in Language Models

Reference 5

Resolution
verified exact
arxiv_id, observed 2026-05-25T04:00:18.877529Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-25T03:59:41.631923Z digest=sha256:8f3f57f611aea9c7856fcdfe5f8476f67b1d9250de3a637432056414591f9547

Observation b5e6eb4e-9e5a-425c-820f-24a17b249b86 · outbound

This paper cites Instructblip: Towards general-purpose vision-language models with instruction tuning.Advances in neural information processing systems, 36:49250–49267.

Beyond Binary Edits Robust Multimodal Knowledge Editing with Adversarial Subspace Alignment Instructblip: Towards general-purpose vision-language models with instruction tuning.Advances in neural information processing systems, 36:49250–49267

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T17:27:06.106835Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-25T03:59:41.631923Z digest=sha256:914ff0b64ccee5eb6bc120dfc3cc9a13e99892003840f9b5c99030bcf89b91ff

Observation 0621e703-d20d-4092-a9dd-42b92c89b1a2 · outbound

This paper cites Editing Factual Knowledge in Language Models.

Beyond Binary Edits Robust Multimodal Knowledge Editing with Adversarial Subspace Alignment Editing Factual Knowledge in Language Models

Reference 7

Resolution
verified exact
arxiv_id, observed 2026-05-25T04:00:18.830679Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-25T03:59:41.631923Z digest=sha256:75f5d345fd438bf8d78872fca310d0b28ac94d45de767d1e5f1c5641b2c19135

Observation 7faa1b4c-8eaa-49fa-8feb-ca0a0b1af0b8 · outbound

This paper cites Everything is editable: Extend knowledge editing to unstructured data in large language models.

Beyond Binary Edits Robust Multimodal Knowledge Editing with Adversarial Subspace Alignment Everything is editable: Extend knowledge editing to unstructured data in large language models

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T17:27:06.138735Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-25T03:59:41.631923Z digest=sha256:6e5275c7b20a19e444587b1380b4359693f1d082af859814e4e558d4ac54af12

Observation b2f04956-8851-4691-8e91-5935568c5551 · outbound

This paper cites Everything is Editable: Extend Knowledge Editing to Unstructured Data in Large Language Models.

Beyond Binary Edits Robust Multimodal Knowledge Editing with Adversarial Subspace Alignment Everything is Editable: Extend Knowledge Editing to Unstructured Data in Large Language Models

Reference 9

Resolution
verified exact
arxiv_id, observed 2026-05-25T04:00:19.023577Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-25T03:59:41.631923Z digest=sha256:8637a132d258b1b6c6fcd2f781797e0398a3dc49aabe608c5d106253312630c4

Observation 00bae7cd-f3b4-4e59-b8e7-0e053d5d7b69 · outbound

This paper cites Calibrating factual knowledge in pretrained language models.

Beyond Binary Edits Robust Multimodal Knowledge Editing with Adversarial Subspace Alignment Calibrating factual knowledge in pretrained language models

Reference 10

Resolution
verified exact
doi, observed 2026-05-25T04:00:18.401574Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-25T03:59:41.631923Z digest=sha256:692dcd3cfd934419550d2b3c0a8bb790d7226b73a70f472f004ab1374963e64e

Observation 605df672-8666-4264-9c3f-456c6ea38220 · outbound

This paper cites MMKE-Bench: A Multimodal Editing Benchmark for Diverse Visual Knowledge.

Beyond Binary Edits Robust Multimodal Knowledge Editing with Adversarial Subspace Alignment MMKE-Bench: A Multimodal Editing Benchmark for Diverse Visual Knowledge

Reference 11

Resolution
verified exact
arxiv_id, observed 2026-05-25T04:00:19.002891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-25T03:59:41.631923Z digest=sha256:614c9056364b0fe105f0b0a24cd1665061fd1f94c49a8eb26d5dd5b1b6ed8b5c

Observation 0e5dc6d2-d7db-4290-845f-70f74a616eab · outbound

This paper cites AlphaEdit: Null-Space Constrained Knowledge Editing for Language Models.

Beyond Binary Edits Robust Multimodal Knowledge Editing with Adversarial Subspace Alignment AlphaEdit: Null-Space Constrained Knowledge Editing for Language Models

Reference 12

Resolution
verified exact
arxiv_id, observed 2026-05-25T04:00:19.008818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-25T03:59:41.631923Z digest=sha256:c75a382125af5f96b12638366d7b416b661df640dcecab786d5d91c3c019de58

Observation 06932609-aaa9-4225-80f9-f21508771f6f · outbound

This paper cites Same Question, Different Words: A Latent Adversarial Framework for Prompt Robustness.

Beyond Binary Edits Robust Multimodal Knowledge Editing with Adversarial Subspace Alignment Same Question, Different Words: A Latent Adversarial Framework for Prompt Robustness

Reference 13

Resolution
verified exact
arxiv_id, observed 2026-05-25T04:00:18.996664Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-25T03:59:41.631923Z digest=sha256:4fd5b987aacd541133e489eae9a0f58e06c44740afd3fc605a6178231d3e963c

Observation 3e8e9cfe-d27e-41b1-bd72-54d0d2ad3187 · outbound

This paper cites SimCSE: Simple Contrastive Learning of Sentence Embeddings.

Beyond Binary Edits Robust Multimodal Knowledge Editing with Adversarial Subspace Alignment SimCSE: Simple Contrastive Learning of Sentence Embeddings

Reference 14

Resolution
verified exact
local_arxiv, observed 2026-05-25T04:00:18.888550Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-25T03:59:41.631923Z digest=sha256:8f264a3a9ebfeac7c0a51c7bfa27874f583cec806b6de4f0205bac7856a5db2f

Observation cd8b0bc4-20cb-41f2-b1bd-36b417d4cafa · outbound

This paper cites PokeMQA: Programmable knowledge editing for Multi-hop Question Answering.

Beyond Binary Edits Robust Multimodal Knowledge Editing with Adversarial Subspace Alignment PokeMQA: Programmable knowledge editing for Multi-hop Question Answering

Reference 15

Resolution
verified exact
arxiv_id, observed 2026-05-25T04:00:19.013899Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-25T03:59:41.631923Z digest=sha256:ca3f626731203ac8bad5a9646054740ce8c5e8ff9ce2d81cab3e83ea2eed2b36

Observation 15acece9-7233-451d-9f68-b62f505684b9 · outbound

This paper cites Balancedit: Dynamically balancing the generality-locality trade-off in multi-modal model editing.

Beyond Binary Edits Robust Multimodal Knowledge Editing with Adversarial Subspace Alignment Balancedit: Dynamically balancing the generality-locality trade-off in multi-modal model editing

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T17:27:06.152812Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-25T03:59:41.631923Z digest=sha256:9c119c4862806949d3d07e60257cfe48b13d4b95ea52e13a7440e2a435303979

Observation 7c684b0c-401f-400e-bb0a-3d8af3009fcd · outbound

This paper cites Aging with GRACE: Lifelong Model Editing with Discrete Key-Value Adaptors.

Beyond Binary Edits Robust Multimodal Knowledge Editing with Adversarial Subspace Alignment Aging with GRACE: Lifelong Model Editing with Discrete Key-Value Adaptors

Reference 17

Resolution
verified exact
arxiv_id, observed 2026-05-25T04:00:18.899821Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-25T03:59:41.631923Z digest=sha256:1ecd86274189afc514a6cb2f4cc1df23e12cd3a4a800417373aca77cc7fd7c76

Observation 4d1dee7d-e516-48b7-a45e-c16fe975db1f · outbound

This paper cites Methods for measuring, updating, and visualizing factual beliefs in language models.

Beyond Binary Edits Robust Multimodal Knowledge Editing with Adversarial Subspace Alignment Methods for measuring, updating, and visualizing factual beliefs in language models

Reference 18

Resolution
verified exact
doi, observed 2026-05-25T04:00:18.405494Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-25T03:59:41.631923Z digest=sha256:a657926137530ea39c27c23e2c2407eb05afa540e3a63d3a2ed67958063435b8

Observation 4a55af08-1e36-4542-addc-84b789bf32ee · outbound

This paper cites Inspecting and Editing Knowledge Representations in Language Models.

Beyond Binary Edits Robust Multimodal Knowledge Editing with Adversarial Subspace Alignment Inspecting and Editing Knowledge Representations in Language Models

Reference 19

Resolution
verified exact
arxiv_id, observed 2026-05-25T04:00:18.910533Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-25T03:59:41.631923Z digest=sha256:18b94e9297830ab9e653676ef195a99b47d6563fcbc8307dd3c0e656d0e06cb4

Observation 570dd8cf-de29-4a6b-9188-3bf4dde5c45e · outbound

This paper cites Vlkeb: A large vision-language model knowledge editing benchmark.Advances in Neural Information Processing Systems, 37:9257–9280.

Beyond Binary Edits Robust Multimodal Knowledge Editing with Adversarial Subspace Alignment Vlkeb: A large vision-language model knowledge editing benchmark.Advances in Neural Information Processing Systems, 37:9257–9280

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T17:27:06.129606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-25T03:59:41.631923Z digest=sha256:6e17e8ed8a24a673cc7fcb54e0a65610098de1ccec4a6a54f9f357914c566642

Observation c98d9204-d853-4e7f-a24c-96c9085d8145 · outbound

This paper cites Transformer-Patcher: One Mistake worth One Neuron.

Beyond Binary Edits Robust Multimodal Knowledge Editing with Adversarial Subspace Alignment Transformer-Patcher: One Mistake worth One Neuron

Reference 21

Resolution
verified exact
arxiv_id, observed 2026-05-25T04:00:18.968792Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-25T03:59:41.631923Z digest=sha256:cf229eb7ccd6c40b7474c55450464b36a700dac8dcd7c6efdfcc3b309cc5174a

Observation 513ef42d-2c8b-40dd-9182-a4f387130041 · outbound

This paper cites Anyedit: Edit any knowledge encoded in language models.

Beyond Binary Edits Robust Multimodal Knowledge Editing with Adversarial Subspace Alignment Anyedit: Edit any knowledge encoded in language models

Reference 22

Resolution
verified exact
arxiv_id, observed 2026-05-25T04:00:18.962961Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-25T03:59:41.631923Z digest=sha256:b26877deb2d7ab78b269c87c4c5194ae49cbfeb61cf82d248cc13603d9b839ef

Observation 62f111c1-b6f1-4c59-a050-918fe82710ba · outbound

This paper cites Llava-med: Training a large language-and-vision assistant for biomedicine in one day.Advances in Neural Information Processing Systems, 36: 28541–28564.

Beyond Binary Edits Robust Multimodal Knowledge Editing with Adversarial Subspace Alignment Llava-med: Training a large language-and-vision assistant for biomedicine in one day.Advances in Neural Information Processing Systems, 36: 28541–28564

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T17:27:06.112342Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-25T03:59:41.631923Z digest=sha256:71fc81179f55b6d5666073b7981cba879024f1d744246302dc2d3a91be012314

Observation 887274c4-df89-476e-a8b1-f9611196ac73 · outbound

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

Beyond Binary Edits Robust Multimodal Knowledge Editing with Adversarial Subspace Alignment MIKE: A New Benchmark for Fine-grained Multimodal Entity Knowledge Editing

Reference 24

Resolution
verified exact
arxiv_id, observed 2026-05-25T04:00:18.957263Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-25T03:59:41.631923Z digest=sha256:a65bee4d7949b712301ad61622abaa2edef598aebbffe2ea46e4f7ee5a26f90c

Observation 0d7e4085-175b-4f82-8ffe-b1d0e20aebed · outbound

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

Beyond Binary Edits Robust Multimodal Knowledge Editing with Adversarial Subspace Alignment Blip-2: Bootstrapping language-image pre-training with frozen image encoders and large language models

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T17:27:06.116883Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-25T03:59:41.631923Z digest=sha256:b17bbfc461f0940bc6c2c3e73ddb99a11122b8f38cb65616861ed2a7c0cccecf

Observation 57f22579-159f-4b9c-bcd3-669d3410b0e4 · outbound

This paper cites PMET: Precise Model Editing in a Transformer.

Beyond Binary Edits Robust Multimodal Knowledge Editing with Adversarial Subspace Alignment PMET: Precise Model Editing in a Transformer

Reference 26

Resolution
verified exact
arxiv_id, observed 2026-05-25T04:00:18.985862Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-25T03:59:41.631923Z digest=sha256:0fd26aaedbdaf10977193f869ba1047814222ec3e3f9019832c84869283b7f38

Observation 6804f10c-7ef6-4f85-b6a2-2cfb7133daf0 · outbound

This paper cites MoE-LLaVA: Mixture of Experts for Large Vision-Language Models.

Beyond Binary Edits Robust Multimodal Knowledge Editing with Adversarial Subspace Alignment MoE-LLaVA: Mixture of Experts for Large Vision-Language Models

Reference 27

Resolution
verified exact
local_arxiv, observed 2026-05-25T04:00:18.979702Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-25T03:59:41.631923Z digest=sha256:a91a4c8f8e55add63b3e133979c952b6dc381f6159ee98d87cc64b7c790ffe52

Observation d3de27f2-5353-40c4-b25a-5b0fc0dcfbf2 · outbound

This paper cites Calibrated Multimodal Representation Learning with Missing Modalities.

Beyond Binary Edits Robust Multimodal Knowledge Editing with Adversarial Subspace Alignment Calibrated Multimodal Representation Learning with Missing Modalities

Reference 28

Resolution
verified exact
local_arxiv, observed 2026-05-25T04:00:18.905090Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-25T03:59:41.631923Z digest=sha256:e86f6e6ce6e1ff89fb30246d49b14562abb55514d5674b6689b259073be2fb1c

Observation 8f84d85f-68dd-4455-affb-19d0a0d6f669 · outbound

This paper cites Principled multimodal represen- tation learning.

Beyond Binary Edits Robust Multimodal Knowledge Editing with Adversarial Subspace Alignment Principled multimodal represen- tation learning

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T17:27:06.164561Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-25T03:59:41.631923Z digest=sha256:fba11f78608ef74a44d2178a0f70e503f737f627e86586bc07996866cde3f449

Observation ed394089-f934-48fc-94f7-16ad1332aa92 · outbound

This paper cites Untying the reversal curse via bidirectional language model editing.

Beyond Binary Edits Robust Multimodal Knowledge Editing with Adversarial Subspace Alignment Untying the reversal curse via bidirectional language model editing

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T17:27:06.133740Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-25T03:59:41.631923Z digest=sha256:d6833d9212fcb2bc8450739e75ac24c53003a584c427f358944e7ec56d820700

Observation 08adf4ef-bc22-47a6-812d-ea6cfe449288 · outbound

This paper cites Locating and editing factual associations in gpt.Advances in neural information processing systems, 35:17359–17372.

Beyond Binary Edits Robust Multimodal Knowledge Editing with Adversarial Subspace Alignment Locating and editing factual associations in gpt.Advances in neural information processing systems, 35:17359–17372

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T17:27:06.144081Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-25T03:59:41.631923Z digest=sha256:26476cccb597f6151eaabd892529310310708a47d27116dd4f107a9865d65cf0

Observation d8f46de0-0b42-49f0-a5d0-4eea16ca213a · outbound

This paper cites Mass-Editing Memory in a Transformer.

Beyond Binary Edits Robust Multimodal Knowledge Editing with Adversarial Subspace Alignment Mass-Editing Memory in a Transformer

Reference 32

Resolution
verified exact
local_arxiv, observed 2026-05-25T04:00:18.893635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-25T03:59:41.631923Z digest=sha256:c299d1ec27788c0e6e6c43d75808cdd410db8050744088224f20c7dabeba5886

Observation 4a5f15aa-4de7-4110-a9e4-9451dd514815 · outbound

This paper cites Fast Model Editing at Scale.

Beyond Binary Edits Robust Multimodal Knowledge Editing with Adversarial Subspace Alignment Fast Model Editing at Scale

Reference 33

Resolution
verified exact
arxiv_id, observed 2026-05-25T04:00:18.951667Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-25T03:59:41.631923Z digest=sha256:103d60db5b0fd99259103db516690c26abeebfd0d5ebca9e79cdc32f62f0e6ce

Observation 1f9a8cfd-b0a6-479c-adab-4b0aab880743 · outbound

This paper cites Memory-based model editing at scale.

Beyond Binary Edits Robust Multimodal Knowledge Editing with Adversarial Subspace Alignment Memory-based model editing at scale

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T17:27:06.156690Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-25T03:59:41.631923Z digest=sha256:41cf302001cce3ff0ba52cc58d843a874461f4c53f61831ee84f5960a819779b

Observation 1929a241-377d-452d-9264-2dbaca68c614 · outbound

This paper cites Precise Localization of Memories: A Fine-grained Neuron-level Knowledge Editing Technique for LLMs.

Beyond Binary Edits Robust Multimodal Knowledge Editing with Adversarial Subspace Alignment Precise Localization of Memories: A Fine-grained Neuron-level Knowledge Editing Technique for LLMs

Reference 35

Resolution
verified exact
arxiv_id, observed 2026-05-25T04:00:18.915793Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-25T03:59:41.631923Z digest=sha256:2241e468a6f98a19275d291400d0afdb4106a0cdecfdc330b7bcecbb046eaa64

Observation 7ea85616-0340-46d7-a097-fcabc4f2fcf0 · outbound

This paper cites Towards unified multimodal editing with enhanced knowledge collaboration.Advances in Neural Information Processing Systems, 37:110290–110314.

Beyond Binary Edits Robust Multimodal Knowledge Editing with Adversarial Subspace Alignment Towards unified multimodal editing with enhanced knowledge collaboration.Advances in Neural Information Processing Systems, 37:110290–110314

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T17:27:06.148695Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-25T03:59:41.631923Z digest=sha256:483e19475c1d1dd8465bc812d7e81ed48c08b0dc08306167c252216546982373

Observation a7fc351d-88ac-427f-8227-12225297943c · outbound

This paper cites Learning Transferable Visual Models From Natural Language Supervision.

Beyond Binary Edits Robust Multimodal Knowledge Editing with Adversarial Subspace Alignment Learning Transferable Visual Models From Natural Language Supervision

Reference 37

Resolution
verified exact
local_arxiv, observed 2026-05-25T04:00:19.048769Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-25T03:59:41.631923Z digest=sha256:46d2b65997382794f212251421db95038c5fadcae2476fd0b0b44c237eddf8a6

Observation c6cdc7ee-a2cf-46bb-b8ae-00f6cb02c432 · outbound

This paper cites Out-of-distribution generalization via invariant trajectories for multimodal large language model editing.

Beyond Binary Edits Robust Multimodal Knowledge Editing with Adversarial Subspace Alignment Out-of-distribution generalization via invariant trajectories for multimodal large language model editing

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T17:27:06.125024Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-25T03:59:41.631923Z digest=sha256:fb09343b340820b559de7aa3b51d4a24c3b5160aed8a30d52e95efa3ff5b76ba

Observation 0e855413-4d7d-4060-aa29-1278efa9e44f · outbound

This paper cites Mass-editing memory with attention in transformers: A cross-lingual exploration of knowledge.

Beyond Binary Edits Robust Multimodal Knowledge Editing with Adversarial Subspace Alignment Mass-editing memory with attention in transformers: A cross-lingual exploration of knowledge

Reference 39

Resolution
verified exact
doi, observed 2026-05-25T04:00:18.409381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-25T03:59:41.631923Z digest=sha256:c9fd671eff329dbd904d081edb98beb5335eee525c0f5a0be4fdd30ca7ac992a

Observation 400e74e3-28c5-4527-885f-d46b79ff543d · outbound

This paper cites Massive Editing for Large Language Models via Meta Learning.

Beyond Binary Edits Robust Multimodal Knowledge Editing with Adversarial Subspace Alignment Massive Editing for Large Language Models via Meta Learning

Reference 40

Resolution
verified exact
arxiv_id, observed 2026-05-25T04:00:18.926779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-25T03:59:41.631923Z digest=sha256:861d7d6e2813f58cf026fa69ac836d0fba90115d61e4a7de0b6ddbd71bca3fce

Observation c8f70142-65c1-4606-8e12-4539b0c88ad9 · outbound

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

Beyond Binary Edits Robust Multimodal Knowledge Editing with Adversarial Subspace Alignment LLaMA: Open and Efficient Foundation Language Models

Reference 41

Resolution
verified exact
local_arxiv, observed 2026-05-25T04:00:18.944806Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-25T03:59:41.631923Z digest=sha256:f40712baa143a4407cfcbe25d022fe2eceb770d4516fa9348e56abf1451931f2

Observation eb2745c4-d28b-46e9-9461-db8e9e47db94 · outbound

This paper cites Wise: Rethinking the knowledge memory for lifelong model editing of large language models.Advances in Neural Information Processing Systems, 37: 53764–53797.

Beyond Binary Edits Robust Multimodal Knowledge Editing with Adversarial Subspace Alignment Wise: Rethinking the knowledge memory for lifelong model editing of large language models.Advances in Neural Information Processing Systems, 37: 53764–53797

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T17:27:06.160889Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-25T03:59:41.631923Z digest=sha256:ec336d1d6dc9e4e0eb1245c8ba1ae2849e8b5fee42d2afaf258164a4c2e79450

Observation 0ab72d7e-63af-4721-8900-704b78e9f83f · outbound

This paper cites Knowledge editing for large language models: A survey.ACM Computing Surveys, 57(3):1–37.

Beyond Binary Edits Robust Multimodal Knowledge Editing with Adversarial Subspace Alignment Knowledge editing for large language models: A survey.ACM Computing Surveys, 57(3):1–37

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T17:27:06.121062Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-25T03:59:41.631923Z digest=sha256:7c702d9684ef37a440ec02dcafce61df1f7a07c1edf5c482143d6debb6ce56f3

Observation 237b9435-05a1-43ab-93ec-a6aab7de54a2 · outbound

This paper cites MELO: Enhancing Model Editing with Neuron-Indexed Dynamic LoRA.

Beyond Binary Edits Robust Multimodal Knowledge Editing with Adversarial Subspace Alignment MELO: Enhancing Model Editing with Neuron-Indexed Dynamic LoRA

Reference 44

Resolution
verified exact
arxiv_id, observed 2026-05-25T04:00:19.031095Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-25T03:59:41.631923Z digest=sha256:d8106960f51715417707f953a0891d7a4128559321ceab01beaa17cb1a4c261d

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

This paper cites Visual-Oriented Fine-Grained Knowledge Editing for MultiModal Large Language Models.

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

Reference 45

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-25T03:59:41.631923Z digest=sha256:b752c6e89cdbc2814da543f47d9c4a54e1f5594ed15557d2b22a5bfae028b44e

Observation c00c0322-e956-4bc1-bc52-f6df521910d0 · outbound

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

Beyond Binary Edits Robust Multimodal Knowledge Editing with Adversarial Subspace Alignment MC-MKE: A Fine-Grained Multimodal Knowledge Editing Benchmark Emphasizing Modality Consistency

Reference 46

Resolution
verified exact
arxiv_id, observed 2026-05-25T04:00:18.883242Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-25T03:59:41.631923Z digest=sha256:669a10a82ffdc20a27f86f62d352b346740e161363ba2bbf3e2ad8ebbd2ad635

Observation 281908f5-472d-46e9-bd74-fcd5d6145fe3 · outbound

This paper cites Knowledge Graph Enhanced Large Language Model Editing.

Beyond Binary Edits Robust Multimodal Knowledge Editing with Adversarial Subspace Alignment Knowledge Graph Enhanced Large Language Model Editing

Reference 47

Resolution
verified exact
arxiv_id, observed 2026-05-25T04:00:18.921116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-25T03:59:41.631923Z digest=sha256:ea2d30b13db2bde93f505a6c37a1933d1d744642ba771b1c15f667f9adfeeba0

Observation 83b2f9c2-289e-4f41-a82e-4d4c5468e327 · outbound

This paper cites InstructEdit: Instruction-based Knowledge Editing for Large Language Models.

Beyond Binary Edits Robust Multimodal Knowledge Editing with Adversarial Subspace Alignment InstructEdit: Instruction-based Knowledge Editing for Large Language Models

Reference 48

Resolution
verified exact
arxiv_id, observed 2026-05-25T04:00:18.933717Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-25T03:59:41.631923Z digest=sha256:b0d642083a3e5fcdb0b421a1dc47fe55644bcfdee4cf8c786e6b87b543224995

Observation e3d08c2d-6d86-46ac-b7df-f8e1c1e54d8f · outbound

This paper cites A comprehensive study of knowledge editing for large language models.

Beyond Binary Edits Robust Multimodal Knowledge Editing with Adversarial Subspace Alignment A comprehensive study of knowledge editing for large language models

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T17:27:06.102661Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-25T03:59:41.631923Z digest=sha256:325143f1f2ac612c562bcf27832bb810056cab3692ef9d9552566e45cc2138df

Observation 5c0417cf-b943-49b8-8df3-0f901be192ec · outbound

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

Beyond Binary Edits Robust Multimodal Knowledge Editing with Adversarial Subspace Alignment A Comprehensive Study of Knowledge Editing for Large Language Models

Reference 50

Resolution
verified exact
arxiv_id, observed 2026-05-25T04:00:19.043675Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-25T03:59:41.631923Z digest=sha256:09077720323b8ca0ece8e066ef2185812ba258772c8bee34e5b62fdada2bcdb6

Observation 83f49313-106d-417f-91b8-6da86acf4f0e · outbound

This paper cites Can We Edit Factual Knowledge by In-Context Learning?.

Beyond Binary Edits Robust Multimodal Knowledge Editing with Adversarial Subspace Alignment Can We Edit Factual Knowledge by In-Context Learning?

Reference 51

Resolution
verified exact
arxiv_id, observed 2026-05-25T04:00:18.974343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-25T03:59:41.631923Z digest=sha256:6fff0b0c1c481589cd3c13fb03a4f82bb58a8f093c17eae97139f815705adc8d

Observation 9b1552f4-9a98-4145-8e44-7daeda6fb24a · outbound

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

Beyond Binary Edits Robust Multimodal Knowledge Editing with Adversarial Subspace Alignment MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models

Reference 52

Resolution
malformed identifier
local_arxiv, observed 2026-05-25T04:00:19.036860Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-25T03:59:41.631923Z digest=sha256:bf486c487be1be05d4b16f801f3ae4c2a19a4e2a84ccb5bf6bdd632eab51c18e

Observation 1c085959-0001-48a8-a7d3-6e205dbf3f59 · outbound

This paper cites an unresolved cited work.

Beyond Binary Edits Robust Multimodal Knowledge Editing with Adversarial Subspace Alignment Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-05-25T17:27:06.102257Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-25T03:59:41.631923Z digest=sha256:881a6c3ab689e3ccf73db888ed354feb1cf6a3c2dc88565b358c0b317cf89505

Pith citing papers

No inbound Pith citation observations are available.