Paper Citation Record · LEDGER

IKOD: Mitigating Visual Attention Degradation in Large Vision-Language Models

As of 10 August 2026, this Paper Citation Record lists 52 of 52 outbound references and 4 inbound Pith citation observations for arXiv:2508.03469.

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

pith.paper-citation-record.v1
2508.03469 v1

Coverage vector

measured 52 of 52 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T04:29:55.621883Z

measured 56 of 56 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T07:57:26.695279Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T15:07:03.872711Z

Reference resolution

52 of 52 outbound references displayed

verified exact1
verified fuzzy5
unresolved46
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 981ed8b8-1be7-41b6-89da-fde365845bbb · outbound

This paper cites , " * write output.state after.block = add.period write newline.

IKOD: Mitigating Visual Attention Degradation in Large Vision-Language Models , " * write output.state after.block = add.period write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T04:29:50.015660Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3084c0a9-388b-4b2a-98ec-8be9625d764c · outbound

This paper cites write newline.

IKOD: Mitigating Visual Attention Degradation in Large Vision-Language Models write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T04:29:50.080539Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e190d973-aa8a-4ca9-9eb4-24ef2e3406b1 · outbound

This paper cites an unresolved cited work.

IKOD: Mitigating Visual Attention Degradation in Large Vision-Language Models Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:29:59.190958Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4e3da9bd-893f-450f-9cee-a94a9fa1e505 · outbound

This paper cites an unresolved cited work.

IKOD: Mitigating Visual Attention Degradation in Large Vision-Language Models Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T04:29:50.272400Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7f8f0a8-c9f2-4402-a96d-d261ce9e5881 · outbound

This paper cites an unresolved cited work.

IKOD: Mitigating Visual Attention Degradation in Large Vision-Language Models Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:29:59.175937Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f7353cb5-7819-4721-b5fd-c01947fcd20b · outbound

This paper cites an unresolved cited work.

IKOD: Mitigating Visual Attention Degradation in Large Vision-Language Models Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:29:59.166133Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation dd634e6a-4f5e-45db-be97-ea3d926d70f3 · outbound

This paper cites an unresolved cited work.

IKOD: Mitigating Visual Attention Degradation in Large Vision-Language Models Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:29:59.156923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d7fde2f0-181b-4a7f-98cd-f5fb525bf8ab · outbound

This paper cites E.; Stoica, I.; and Xing, E.

IKOD: Mitigating Visual Attention Degradation in Large Vision-Language Models E.; Stoica, I.; and Xing, E

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:29:59.147822Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0aa5cff7-2b63-4bef-abb6-e57928bfe976 · outbound

This paper cites R.; and He, P.

IKOD: Mitigating Visual Attention Degradation in Large Vision-Language Models R.; and He, P

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:29:59.138525Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation bb7f753e-7e30-4a87-a62f-724f5619b1b3 · outbound

This paper cites an unresolved cited work.

IKOD: Mitigating Visual Attention Degradation in Large Vision-Language Models Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:29:59.127367Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d08ebdef-0674-46fd-bd95-761388dcdc5c · outbound

This paper cites an unresolved cited work.

IKOD: Mitigating Visual Attention Degradation in Large Vision-Language Models Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:29:59.118115Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 35a32b9a-8951-4756-854e-331ac6f8aa50 · outbound

This paper cites an unresolved cited work.

IKOD: Mitigating Visual Attention Degradation in Large Vision-Language Models Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:29:59.108518Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d182bea7-cd39-4875-80e9-794a6362ad2b · outbound

This paper cites MME: A Comprehensive Evaluation Benchmark for Multimodal Large Language Models.

IKOD: Mitigating Visual Attention Degradation in Large Vision-Language Models MME: A Comprehensive Evaluation Benchmark for Multimodal Large Language Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T04:29:51.278674Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07ea9e2b-70de-497e-b975-e09530c51dc9 · outbound

This paper cites an unresolved cited work.

IKOD: Mitigating Visual Attention Degradation in Large Vision-Language Models Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:29:59.099672Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 56f48d13-7ef8-4740-b830-a824a0a4b0c0 · outbound

This paper cites A.; and Manning, C.

IKOD: Mitigating Visual Attention Degradation in Large Vision-Language Models A.; and Manning, C

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:29:59.089988Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c6fb9ce2-8674-4eb4-af8f-d65c9ee6483e · outbound

This paper cites an unresolved cited work.

IKOD: Mitigating Visual Attention Degradation in Large Vision-Language Models Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:29:59.080003Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ab8c947d-9df1-4fcb-96d4-beae50168c72 · outbound

This paper cites an unresolved cited work.

IKOD: Mitigating Visual Attention Degradation in Large Vision-Language Models Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:29:59.069220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a10b3386-0af3-4708-96d4-7c558d30f353 · outbound

This paper cites an unresolved cited work.

IKOD: Mitigating Visual Attention Degradation in Large Vision-Language Models Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:29:59.057908Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 50581bb5-953a-47c4-95e3-a7ba03054688 · outbound

This paper cites L.; Holtzman, A.; Fried, D.; Liang, P.; Eisner, J.; Hashimoto, T.; Zettlemoyer, L.; and Lewis, M.

IKOD: Mitigating Visual Attention Degradation in Large Vision-Language Models L.; Holtzman, A.; Fried, D.; Liang, P.; Eisner, J.; Hashimoto, T.; Zettlemoyer, L.; and Lewis, M

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:29:59.044401Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation aacc47c6-35df-4990-9e5d-2040c1d9c455 · outbound

This paper cites an unresolved cited work.

IKOD: Mitigating Visual Attention Degradation in Large Vision-Language Models Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:29:59.033301Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e4cbbfb2-6051-4ff1-b782-044b220a8901 · outbound

This paper cites an unresolved cited work.

IKOD: Mitigating Visual Attention Degradation in Large Vision-Language Models Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:29:59.023319Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 43a32a84-c3ef-47c3-af83-7818329dd65b · outbound

This paper cites an unresolved cited work.

IKOD: Mitigating Visual Attention Degradation in Large Vision-Language Models Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:29:59.011718Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 65e85f8d-6a2d-495b-ae7e-823283bcc887 · outbound

This paper cites Boosting Multimodal Large Language Models with Visual Tokens Withdrawal for Rapid Inference.

IKOD: Mitigating Visual Attention Degradation in Large Vision-Language Models Boosting Multimodal Large Language Models with Visual Tokens Withdrawal for Rapid Inference

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T04:29:52.320117Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d303682-2984-4a2c-9d1f-cccdbea6d7f2 · outbound

This paper cites an unresolved cited work.

IKOD: Mitigating Visual Attention Degradation in Large Vision-Language Models Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:29:59.001072Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 9b3a7bd5-dc25-4739-8fc4-ab34a4f494ef · outbound

This paper cites an unresolved cited work.

IKOD: Mitigating Visual Attention Degradation in Large Vision-Language Models Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T04:29:52.535752Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 60867bec-f408-43ef-ad88-a396c1bcf402 · outbound

This paper cites an unresolved cited work.

IKOD: Mitigating Visual Attention Degradation in Large Vision-Language Models Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:29:58.979563Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4734a161-788a-48ee-bf99-56d9b635f50d · outbound

This paper cites A Survey on Hallucination in Large Vision-Language Models.

IKOD: Mitigating Visual Attention Degradation in Large Vision-Language Models A Survey on Hallucination in Large Vision-Language Models

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T04:29:52.744902Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a08d8e20-1df9-438d-88ad-d4090c50f7d5 · outbound

This paper cites an unresolved cited work.

IKOD: Mitigating Visual Attention Degradation in Large Vision-Language Models Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:29:58.968978Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 83bf8a77-23d0-44c1-a2ce-7ebe60918577 · outbound

This paper cites an unresolved cited work.

IKOD: Mitigating Visual Attention Degradation in Large Vision-Language Models Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:29:58.959406Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e14efb3d-0997-4b42-8f2e-5ea2cc49a295 · outbound

This paper cites an unresolved cited work.

IKOD: Mitigating Visual Attention Degradation in Large Vision-Language Models Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:29:58.949404Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 56824659-b577-47cc-85cd-05d2487c66bf · outbound

This paper cites an unresolved cited work.

IKOD: Mitigating Visual Attention Degradation in Large Vision-Language Models Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-06T04:29:53.186273Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c0d64d5-4917-4278-820b-ac3ec0ba95bb · outbound

This paper cites GPT-4 Technical Report.

IKOD: Mitigating Visual Attention Degradation in Large Vision-Language Models GPT-4 Technical Report

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-06T04:29:53.285895Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d04eb07b-af17-47d3-a719-8cfcc780af18 · outbound

This paper cites A.; Burns, K.; Darrell, T.; and Saenko, K.

IKOD: Mitigating Visual Attention Degradation in Large Vision-Language Models A.; Burns, K.; Darrell, T.; and Saenko, K

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:29:58.930551Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e29afe43-11f2-4be2-93b4-48a63b01e1d4 · outbound

This paper cites an unresolved cited work.

IKOD: Mitigating Visual Attention Degradation in Large Vision-Language Models Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:29:58.921147Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f6ee8baf-be5c-4c6d-a140-71345a4eae2d · outbound

This paper cites an unresolved cited work.

IKOD: Mitigating Visual Attention Degradation in Large Vision-Language Models Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:29:58.911729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f9e0352c-d7cf-40c8-990e-0d6e81122b29 · outbound

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

IKOD: Mitigating Visual Attention Degradation in Large Vision-Language Models LLaMA: Open and Efficient Foundation Language Models

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-06T04:29:53.686627Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e623671-2c83-4c25-8106-52e39f48f468 · outbound

This paper cites an unresolved cited work.

IKOD: Mitigating Visual Attention Degradation in Large Vision-Language Models Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:29:58.901709Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 366a1bf4-2f63-4401-afeb-c571d63ad023 · outbound

This paper cites an unresolved cited work.

IKOD: Mitigating Visual Attention Degradation in Large Vision-Language Models Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:29:58.885614Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e2379e2b-a679-451e-9cce-447f542c1f43 · outbound

This paper cites an unresolved cited work.

IKOD: Mitigating Visual Attention Degradation in Large Vision-Language Models Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:29:58.775611Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation dd0b09ad-5c22-4eb5-b03b-b0613afd6fe3 · outbound

This paper cites an unresolved cited work.

IKOD: Mitigating Visual Attention Degradation in Large Vision-Language Models Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:29:58.601732Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4d5240bd-8201-419d-87a7-3338f249e638 · outbound

This paper cites an unresolved cited work.

IKOD: Mitigating Visual Attention Degradation in Large Vision-Language Models Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:29:58.365820Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 65003b4a-068c-4ed2-8906-7858626283e3 · outbound

This paper cites an unresolved cited work.

IKOD: Mitigating Visual Attention Degradation in Large Vision-Language Models Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:29:58.132128Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 62813c7b-6760-4ff0-a6d8-71aa10aaabb8 · outbound

This paper cites an unresolved cited work.

IKOD: Mitigating Visual Attention Degradation in Large Vision-Language Models Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:29:57.927554Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c92c2403-0709-4e4f-9849-2b132c814198 · outbound

This paper cites an unresolved cited work.

IKOD: Mitigating Visual Attention Degradation in Large Vision-Language Models Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:29:57.690682Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 1208159f-26df-40d9-a2f4-162b2c67b9d2 · outbound

This paper cites an unresolved cited work.

IKOD: Mitigating Visual Attention Degradation in Large Vision-Language Models Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:29:57.587732Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 6746863a-323d-4fa7-8e18-6828fc341822 · outbound

This paper cites an unresolved cited work.

IKOD: Mitigating Visual Attention Degradation in Large Vision-Language Models Unresolved cited work

Reference 46

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:29:57.295879Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c1ea2965-4634-4d89-a77e-972496730135 · outbound

This paper cites Mitigating Modality Prior-Induced Hallucinations in Multimodal Large Language Models via Deciphering Attention Causality.

IKOD: Mitigating Visual Attention Degradation in Large Vision-Language Models Mitigating Modality Prior-Induced Hallucinations in Multimodal Large Language Models via Deciphering Attention Causality

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-06T04:29:55.035299Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a8edc10-a23a-49ec-8ae6-b474f9960d74 · outbound

This paper cites an unresolved cited work.

IKOD: Mitigating Visual Attention Degradation in Large Vision-Language Models Unresolved cited work

Reference 48

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:29:57.038678Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c66d7ff8-3959-4a93-8235-6701ccda179d · outbound

This paper cites an unresolved cited work.

IKOD: Mitigating Visual Attention Degradation in Large Vision-Language Models Unresolved cited work

Reference 49

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:29:56.833094Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4cdd9b0a-f632-4e65-90cc-fd7c4d60c1ea · outbound

This paper cites an unresolved cited work.

IKOD: Mitigating Visual Attention Degradation in Large Vision-Language Models Unresolved cited work

Reference 50

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:29:56.447640Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f2824486-de73-477c-9db1-69e6b4577dfa · outbound

This paper cites Harnessing Large Vision and Language Models in Agriculture: A Review.

IKOD: Mitigating Visual Attention Degradation in Large Vision-Language Models Harnessing Large Vision and Language Models in Agriculture: A Review

Reference 51

Resolution: verified exact; local_arxiv, observed 2026-08-06T04:29:55.790069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 60161c88-7f44-4260-b6d8-6691a37305fa · outbound

This paper cites an unresolved cited work.

IKOD: Mitigating Visual Attention Degradation in Large Vision-Language Models Unresolved cited work

Reference 52

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:29:56.153555Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Pith citing papers

Observation 93c7c5d7-f8c4-4c9e-81c3-654d7468adf6 · inbound

StochasT: Learning with Stochastic Turn Depth for Visual Instruction Tuning cites this paper.

StochasT: Learning with Stochastic Turn Depth for Visual Instruction Tuning IKOD: Mitigating Visual Attention Degradation in Large Vision-Language Models

Reference 64

Resolution: verified exact; arxiv_id, observed 2026-07-02T15:07:03.874543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 1cccbf46-ee10-4923-897e-93f11be2c53e · inbound

Visual Access Boundaries in Vision-Language Model Reasoning cites this paper.

Visual Access Boundaries in Vision-Language Model Reasoning IKOD: Mitigating Visual Attention Degradation in Large Vision-Language Models

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-02T06:24:28.914749Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 61e76232-1dff-4502-8493-79a598079b79 · inbound

Attention Degradation, Function Token Anchoring, and the Limits of Attention-Based Intervention in Large Language Models cites this paper.

Attention Degradation, Function Token Anchoring, and the Limits of Attention-Based Intervention in Large Language Models IKOD: Mitigating Visual Attention Degradation in Large Vision-Language Models

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-02T07:57:26.695279Z

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Observation 591660ee-9504-4b54-97f8-a099ba5dfa38 · inbound

C-PTQ: Fisher-weighted Channel-wise Sensitivity for Post-training Quantization of MLLMs cites this paper.

C-PTQ: Fisher-weighted Channel-wise Sensitivity for Post-training Quantization of MLLMs IKOD: Mitigating Visual Attention Degradation in Large Vision-Language Models

Reference 234

Resolution: unresolved; no resolver link, observed 2026-08-01T08:36:12.946339Z

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