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Paper Citation Record · LEDGER

MemEye: A Visual-Centric Evaluation Framework for Multimodal Agent Memory

As of 18 August 2026, this Paper Citation Record lists 50 of 50 outbound references and 5 inbound Pith citation observations for arXiv:2605.15128.

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

pith.paper-citation-record.v1
2605.15128 v1

Coverage vector

measured 50 of 50 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-30T21:02:58.640918Z

measured 55 of 55 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T07:06:05.820603Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-06-30T19:15:00.634246Z

Reference resolution

50 of 50 outbound references displayed

  • verified exact27
  • verified fuzzy16
  • unresolved1
  • parse uncertain1
  • malformed identifier0
  • metadata mismatch5

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ab0c11a4-eb4b-461c-895b-bf0ad7c8c920 · outbound

This paper cites Qwen3-VL Technical Report.

MemEye: A Visual-Centric Evaluation Framework for Multimodal Agent Memory Qwen3-VL Technical Report

Reference 1

Resolution
verified exact
local_arxiv, observed 2026-06-30T21:05:04.036246Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-30T21:02:58.640918Z digest=sha256:1300dbfab452001dc804936c4d2a90e2c701fdddb1ad8369f9a85ccb11e03a96

Observation dfd22008-c294-4806-ab16-af6265c48e6f · outbound

This paper cites Mem-gallery: Benchmarking multimodal long-term conversational memory for mllm agents.

MemEye: A Visual-Centric Evaluation Framework for Multimodal Agent Memory Mem-gallery: Benchmarking multimodal long-term conversational memory for mllm agents

Reference 2

Resolution
verified exact
arxiv_id, observed 2026-06-30T21:05:04.033324Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-30T21:02:58.640918Z digest=sha256:ed1867c8a7cfb0cc8941ee7b509ecd74e6d6f421e33e929a000da41cd85b0d33

Observation a525e587-26b3-4261-ac5a-67a4277a9c2b · outbound

This paper cites Visual long-term memory has a massive storage capacity for object details.Proceedings of the National Academy of Sciences, 105(38): 14325–14329, 2008.

MemEye: A Visual-Centric Evaluation Framework for Multimodal Agent Memory Visual long-term memory has a massive storage capacity for object details.Proceedings of the National Academy of Sciences, 105(38): 14325–14329, 2008

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T18:14:04.127305Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-30T21:02:58.640918Z digest=sha256:668d589fde348bdfd67899d52af69b45b54dc0de9dc3d28430ec10b5a681a0df

Observation aa26b9f2-5eca-4763-9517-d97697483b13 · outbound

This paper cites HarmonyGuard: Toward Safety and Utility in Web Agents via Adaptive Policy Enhancement and Dual-Objective Optimization.

MemEye: A Visual-Centric Evaluation Framework for Multimodal Agent Memory HarmonyGuard: Toward Safety and Utility in Web Agents via Adaptive Policy Enhancement and Dual-Objective Optimization

Reference 4

Resolution
verified exact
arxiv_id, observed 2026-06-30T21:05:04.030169Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-30T21:02:58.640918Z digest=sha256:3690482d865ce24250a5342d44908b3c51ec84bc3eabd6358b706c734fc77216

Observation 0041c38c-c515-4a64-a6bc-e428665f002f · outbound

This paper cites Evaluating the robustness of multimodal agents against active environmental injection attacks.

MemEye: A Visual-Centric Evaluation Framework for Multimodal Agent Memory Evaluating the robustness of multimodal agents against active environmental injection attacks

Reference 5

Resolution
verified exact
arxiv_id, observed 2026-06-30T21:05:03.217519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-30T21:02:58.640918Z digest=sha256:11dd98db1dda6c435194e65efd5afbdd36643210d0f62aed31dc58b148d2d490

Observation 41f83ed8-c676-44b8-b12a-3e0f6cc4c1b1 · outbound

This paper cites Safepred: A predictive guardrail for computer-using agents via world models, 2026.

MemEye: A Visual-Centric Evaluation Framework for Multimodal Agent Memory Safepred: A predictive guardrail for computer-using agents via world models, 2026

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T18:14:04.125123Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-30T21:02:58.640918Z digest=sha256:f40de238c800c8c83460c27c2a7512e21ceb9ffad6aae1aaf910b9a524ba1119

Observation 6c8dabc8-5385-4bfc-b8ac-b47fd0c4794c · outbound

This paper cites Mem0: Building Production-Ready AI Agents with Scalable Long-Term Memory.

MemEye: A Visual-Centric Evaluation Framework for Multimodal Agent Memory Mem0: Building Production-Ready AI Agents with Scalable Long-Term Memory

Reference 7

Resolution
verified exact
local_arxiv, observed 2026-06-30T21:05:03.959834Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-30T21:02:58.640918Z digest=sha256:d37ac926ccbad52550363c973ab2d2f496a7ef5aa056e9b1c5071662035e84a7

Observation 45ea6f18-d9df-48b7-a327-419b3e401892 · outbound

This paper cites Moura, Devi Parikh, and Dhruv Batra.

MemEye: A Visual-Centric Evaluation Framework for Multimodal Agent Memory Moura, Devi Parikh, and Dhruv Batra

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T18:14:04.129173Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-30T21:02:58.640918Z digest=sha256:6895ab7f747b8c594a3291a9076ec1b2ce01f465a5cace5410246a82cc16cf2d

Observation 5ac24d10-6914-4a61-b33f-fbc0c0fe710e · outbound

This paper cites TwinVoice : A multi-dimensional benchmark towards digital twins via LLM persona simulation.

MemEye: A Visual-Centric Evaluation Framework for Multimodal Agent Memory TwinVoice : A multi-dimensional benchmark towards digital twins via LLM persona simulation

Reference 9

Resolution
verified exact
arxiv_id, observed 2026-06-30T21:05:03.986519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-30T21:02:58.640918Z digest=sha256:07c0d29134eb900c7c3080f51d5288ddfd519658c1b82b3978341a64e008c687

Observation b7de68ea-3a63-4871-b2ee-85c9aeecd5cf · outbound

This paper cites M2A: Multimodal memory agent with dual-layer hybrid memory for long-term personalized interactions, 2026.

MemEye: A Visual-Centric Evaluation Framework for Multimodal Agent Memory M2A: Multimodal memory agent with dual-layer hybrid memory for long-term personalized interactions, 2026

Reference 10

Resolution
verified exact
arxiv_id, observed 2026-06-30T21:05:03.977331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-30T21:02:58.640918Z digest=sha256:6003b914cf6e8e03bb564ee889802dc6da293dbc2d2f759988556c294c5d109f

Observation f0b262b0-317f-42cb-adab-85d33e290b59 · outbound

This paper cites Geminiapimodeldocumentation.

MemEye: A Visual-Centric Evaluation Framework for Multimodal Agent Memory Geminiapimodeldocumentation

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T18:14:04.118433Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-30T21:02:58.640918Z digest=sha256:7e3a42a7bdb30b943a12f30e45c2580dbe05ac960b82209c7ff0ec75f2819e00

Observation e5fe067d-1f90-41c0-b36a-2ff8f49dee8b · outbound

This paper cites an unresolved cited work.

MemEye: A Visual-Centric Evaluation Framework for Multimodal Agent Memory Unresolved cited work

Reference 13

Resolution
verified exact
arxiv_id, observed 2026-06-30T21:05:03.993618Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-30T21:02:58.640918Z digest=sha256:7504761659772df339389c1afff3384e7fe6dc6055b4b53942b24f6541691b81

Observation e02254c3-dfad-421b-90d5-a753da93c8da · outbound

This paper cites DeepSieve: Information sieving via LLM-as-a-knowledge-router.

MemEye: A Visual-Centric Evaluation Framework for Multimodal Agent Memory DeepSieve: Information sieving via LLM-as-a-knowledge-router

Reference 14

Resolution
verified exact
doi, observed 2026-06-30T21:05:03.224296Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-30T21:02:58.640918Z digest=sha256:c6853558aec70775e77e950f5f9550c94d8caf81e34a15929347f062b15c0031

Observation 8dbd6130-60d5-45a6-8f10-a516c7f1cf46 · outbound

This paper cites Evaluating memory in LLM agents via incremental multi- turn interactions.

MemEye: A Visual-Centric Evaluation Framework for Multimodal Agent Memory Evaluating memory in LLM agents via incremental multi- turn interactions

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T18:14:04.123037Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-30T21:02:58.640918Z digest=sha256:72f601e835974063a4a7320638e9c04831b70a7f78c6533118c173a6bf3b6bb4

Observation 224af769-dc17-40be-b84a-716d9cbb8d02 · outbound

This paper cites Memory in the Age of AI Agents.

MemEye: A Visual-Centric Evaluation Framework for Multimodal Agent Memory Memory in the Age of AI Agents

Reference 16

Resolution
verified exact
local_arxiv, observed 2026-06-30T21:05:03.989786Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-30T21:02:58.640918Z digest=sha256:4256db3c32b4c046ba6cd80344c23fc827c4a66e7353791b5a5ecf186f73cd53

Observation a4cc1bac-ce5f-44f2-928c-58c1165c0c2d · outbound

This paper cites Automatic understanding of image and video advertisements.

MemEye: A Visual-Centric Evaluation Framework for Multimodal Agent Memory Automatic understanding of image and video advertisements

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T18:14:04.110389Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-30T21:02:58.640918Z digest=sha256:45066a717c371a330d22596083543ca314f79d5a4b37366a5129ab756578ec61

Observation 27d7e761-c29f-453f-a402-f9ffa6dee74c · outbound

This paper cites Memory OS of AI agent.

MemEye: A Visual-Centric Evaluation Framework for Multimodal Agent Memory Memory OS of AI agent

Reference 18

Resolution
verified exact
doi, observed 2026-06-30T21:05:03.227959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-30T21:02:58.640918Z digest=sha256:04d2ee22ca11b5e5ee81f9fcbadb8158934a8717c605c03f6326018fd7f6d271

Observation c9756bde-0447-419a-ad31-f679b3ba91b8 · outbound

This paper cites Astyle-basedgeneratorarchitectureforgenerativeadversarial networks.

MemEye: A Visual-Centric Evaluation Framework for Multimodal Agent Memory Astyle-basedgeneratorarchitectureforgenerativeadversarial networks

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T18:14:04.136956Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-30T21:02:58.640918Z digest=sha256:2a8aff008c198e2e397ab1913e391d1e36b6e0ac4a4e703ba08126f8a7f829b7

Observation 255b3ef6-11d1-4f38-9daf-52993c58fa57 · outbound

This paper cites an unresolved cited work.

MemEye: A Visual-Centric Evaluation Framework for Multimodal Agent Memory Unresolved cited work

Reference 20

Resolution
verified exact
doi, observed 2026-06-30T21:05:03.209202Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-30T21:02:58.640918Z digest=sha256:1a5436368fbb15b845816a5e2f9417331fdf73677d862bfdfc778e8c01de4aad

Observation a0f24c27-7d8d-4a8d-995e-6f4fdc84ecbc · outbound

This paper cites Lee, B.-K.

MemEye: A Visual-Centric Evaluation Framework for Multimodal Agent Memory Lee, B.-K

Reference 21

Resolution
metadata mismatch
arxiv_id, observed 2026-06-30T21:05:03.962836Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-30T21:02:58.640918Z digest=sha256:6bcf894d693fcfbdba3ae248821310d11c734f8a729a52d00212d00e3304538d

Observation f8ec8198-c076-4cdd-ad5d-5028bfdd1303 · outbound

This paper cites Avenir-web: Human-experience-imitating multimodal web agents with mixture of grounding experts.arXiv preprint arXiv:2602.02468, 2026.

MemEye: A Visual-Centric Evaluation Framework for Multimodal Agent Memory Avenir-web: Human-experience-imitating multimodal web agents with mixture of grounding experts.arXiv preprint arXiv:2602.02468, 2026

Reference 22

Resolution
verified exact
arxiv_id, observed 2026-06-30T21:05:03.973426Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-30T21:02:58.640918Z digest=sha256:2e809454e84571cd9c2bb337aa9f1c73425484be7ca476336cec56cc8586ad44

Observation b88522e1-2f25-4c3b-9dfe-cc32f5c48a95 · outbound

This paper cites Sohn, Kaidong Hu, Muhammad Usman, and Mubbasir Kapadia.

MemEye: A Visual-Centric Evaluation Framework for Multimodal Agent Memory Sohn, Kaidong Hu, Muhammad Usman, and Mubbasir Kapadia

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T18:14:04.132920Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-30T21:02:58.640918Z digest=sha256:9a1befa6adc8fe4e78e42f1268ab76414d386562e2f9f997372e0e2ddf877d3d

Observation 5a1aea5c-b47e-456c-a84f-e55c8714beb8 · outbound

This paper cites Mosaic: Modeling social ai for content dissemination and regulation in multi-agent simulations.

MemEye: A Visual-Centric Evaluation Framework for Multimodal Agent Memory Mosaic: Modeling social ai for content dissemination and regulation in multi-agent simulations

Reference 24

Resolution
metadata mismatch
doi, observed 2026-06-30T21:05:03.229657Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-30T21:02:58.640918Z digest=sha256:24c26bf1928767efd40670e649792e9a3f4dd8961159541f755cec0e3cf94412

Observation ae93b7fe-2b02-474f-b2f9-9313a31d405f · outbound

This paper cites SimpleMem: Efficient Lifelong Memory for LLM Agents.

MemEye: A Visual-Centric Evaluation Framework for Multimodal Agent Memory SimpleMem: Efficient Lifelong Memory for LLM Agents

Reference 25

Resolution
verified exact
local_arxiv, observed 2026-06-30T21:05:04.020741Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-30T21:02:58.640918Z digest=sha256:7e9dde8c40e9c51138d3fbc3f1ce6ff1a183081db08fd47b73696caaa5ba78e2

Observation 2d63a08b-bf6b-4148-a071-2658e19cd31e · outbound

This paper cites an unresolved cited work.

MemEye: A Visual-Centric Evaluation Framework for Multimodal Agent Memory Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-07-07T18:14:04.106194Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-30T21:02:58.640918Z digest=sha256:3042c9a566f09fce8e4f092dd236e1ca1c43337bbc0c81e4670356160b16a9d8

Observation 871996fb-4dd8-42b9-a7e7-94f8bd3c5ada · outbound

This paper cites Omni-SimpleMem: Autoresearch- guided discovery of lifelong multimodal agent memory.

MemEye: A Visual-Centric Evaluation Framework for Multimodal Agent Memory Omni-SimpleMem: Autoresearch- guided discovery of lifelong multimodal agent memory

Reference 27

Resolution
verified exact
arxiv_id, observed 2026-06-30T21:05:04.027231Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-30T21:02:58.640918Z digest=sha256:43acc87b3d12618aeee85dbabc33791382c4a54d8df170e0abb22ab125333f69

Observation c4986161-2c46-48d8-a0dd-ef629011a30a · outbound

This paper cites Convbench: a multi-turn conversation evaluation benchmark with hierarchical ablation capability for large vision-language models.

MemEye: A Visual-Centric Evaluation Framework for Multimodal Agent Memory Convbench: a multi-turn conversation evaluation benchmark with hierarchical ablation capability for large vision-language models

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T18:14:04.108520Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-30T21:02:58.640918Z digest=sha256:b60be41a32eff702de9c6e1aa70a62f59dda55031c1c76349571f2dd1c5edaac

Observation 16216f9a-7d11-4345-8490-85ecae3c69a4 · outbound

This paper cites MMDU: A Multi-Turn Multi-Image Dialog Understanding Benchmark and Instruction-Tuning Dataset for LVLMs.

MemEye: A Visual-Centric Evaluation Framework for Multimodal Agent Memory MMDU: A Multi-Turn Multi-Image Dialog Understanding Benchmark and Instruction-Tuning Dataset for LVLMs

Reference 29

Resolution
verified exact
arxiv_id, observed 2026-06-30T21:05:04.012795Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-30T21:02:58.640918Z digest=sha256:6424c427e04cfe357a1a5b2f4a251520368a7773977392eb771b39c3a979aaa8

Observation ecec38a1-cbb6-47d4-99fd-ee851fdd6b27 · outbound

This paper cites Haipeng Luo, Huawen Feng, Qingfeng Sun, Can Xu, Kai Zheng, Yufei Wang, Tao Yang, Han Hu, and Yan- song Tang.

MemEye: A Visual-Centric Evaluation Framework for Multimodal Agent Memory Haipeng Luo, Huawen Feng, Qingfeng Sun, Can Xu, Kai Zheng, Yufei Wang, Tao Yang, Han Hu, and Yan- song Tang

Reference 30

Resolution
metadata mismatch
arxiv_id, observed 2026-06-30T21:05:04.016711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-30T21:02:58.640918Z digest=sha256:98a3599c630cdf32b2476566fe26bb2c43e075233dab962f231ed844b861e9e4

Observation eaa07e85-a027-4926-b36c-c72ba5ec828e · outbound

This paper cites Evaluating very long-term conversational memory of LLM agents.

MemEye: A Visual-Centric Evaluation Framework for Multimodal Agent Memory Evaluating very long-term conversational memory of LLM agents

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T18:14:04.114389Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-30T21:02:58.640918Z digest=sha256:ee8db1bbe3222d8e6f29329bb63e8475d5ccbfd8302fcbeb2e410b337707784a

Observation e1bfc279-1952-433a-bc83-e6ce1a72ca4a · outbound

This paper cites Evaluating Very Long-Term Conversational Memory of.

MemEye: A Visual-Centric Evaluation Framework for Multimodal Agent Memory Evaluating Very Long-Term Conversational Memory of

Reference 32

Resolution
metadata mismatch
doi, observed 2026-06-30T21:05:03.222415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-30T21:02:58.640918Z digest=sha256:13e5ab20e45781a3ebdcae4ed827f30d493167139afa8df6a746d2ec4e3d5ef4

Observation 7186bb76-11cb-40fa-a73f-95797280e106 · outbound

This paper cites According to me: Long-term personalized referential memory qa.

MemEye: A Visual-Centric Evaluation Framework for Multimodal Agent Memory According to me: Long-term personalized referential memory qa

Reference 33

Resolution
verified exact
arxiv_id, observed 2026-06-30T21:05:03.213669Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-30T21:02:58.640918Z digest=sha256:61c14c169c25ce5899939a1a08d4698465d1eca9cface929ca0a4db7860bbf84

Observation e317c47c-e89d-485f-bec2-4cfe5cc36428 · outbound

This paper cites R-WoM: Retrieval-augmented world model for computer-use agents.

MemEye: A Visual-Centric Evaluation Framework for Multimodal Agent Memory R-WoM: Retrieval-augmented world model for computer-use agents

Reference 34

Resolution
verified exact
arxiv_id, observed 2026-06-30T21:05:04.004780Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-30T21:02:58.640918Z digest=sha256:c63a06bd40f55f4ce64db0a02fec3b7e0ea1d263a1acd18e9c0a33136c5a4b8a

Observation 64d6d323-9bb2-480a-a13e-bc9eac8c001f · outbound

This paper cites Openai api model documentation.

MemEye: A Visual-Centric Evaluation Framework for Multimodal Agent Memory Openai api model documentation

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T18:14:04.116143Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-30T21:02:58.640918Z digest=sha256:c4bf5a87c3275d730ab43ad2f1d05dc35ce19f876045182c8b6c5da023fca475

Observation 5aec1a0b-ace8-464b-b6f3-f12a6e94b40c · outbound

This paper cites an unresolved cited work.

MemEye: A Visual-Centric Evaluation Framework for Multimodal Agent Memory Unresolved cited work

Reference 36

Resolution
parse uncertain
raw_fallback, observed 2026-07-07T18:14:04.112278Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-30T21:02:58.640918Z digest=sha256:baa54de0bf50cf520b7eccc0527834bddda772437e5eb5acf501ee2833ad908b

Observation 59410ef5-3abb-4683-b86d-a4c4d3c401f5 · outbound

This paper cites Steering the Verifiability of Multimodal AI Hallucinations.

MemEye: A Visual-Centric Evaluation Framework for Multimodal Agent Memory Steering the Verifiability of Multimodal AI Hallucinations

Reference 37

Resolution
verified exact
local_arxiv, observed 2026-06-30T21:05:04.001196Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-30T21:02:58.640918Z digest=sha256:d446adb665d45886411b9a406ec017d6822d58a81bbeebf9d9bac47d4fe14065

Observation 66b81437-7168-47a1-a98a-45d8954ad4e3 · outbound

This paper cites O'Brien and Carrie Jun Cai and Meredith Ringel Morris and Percy Liang and Michael S.

MemEye: A Visual-Centric Evaluation Framework for Multimodal Agent Memory O'Brien and Carrie Jun Cai and Meredith Ringel Morris and Percy Liang and Michael S

Reference 38

Resolution
verified exact
arxiv_id, observed 2026-06-30T21:05:03.217364Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-30T21:02:58.640918Z digest=sha256:1645415396aeccf1a16ff804b7a31c603c4e49e1c87ad36ddd614658de43a098

Observation b4e4458d-5c23-4653-9f65-a3a755876678 · outbound

This paper cites From commands to prompts: LLM-based semantic file system for AIOS.

MemEye: A Visual-Centric Evaluation Framework for Multimodal Agent Memory From commands to prompts: LLM-based semantic file system for AIOS

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T18:14:04.138768Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-30T21:02:58.640918Z digest=sha256:abe2cda09b36db04bcf3d698a745619e76e5c21877b50bdd69ed5108e08356ed

Observation b91d98c6-57ed-4085-b0fa-88e3dc39fe5f · outbound

This paper cites Reflexion: language agents with verbal reinforcement learning.

MemEye: A Visual-Centric Evaluation Framework for Multimodal Agent Memory Reflexion: language agents with verbal reinforcement learning

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T18:14:04.131134Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-30T21:02:58.640918Z digest=sha256:db80130ae8ae461cd0946ad1279b94eaf1093437d20f787be27eee2d0b8a228a

Observation 4c79ec94-95c9-4110-9257-40082447a371 · outbound

This paper cites Japan open driving dataset sample.https://huggingface.co/datasets/turi ng-motors/Japan-Open-Driving-Dataset-Sample, 2024.

MemEye: A Visual-Centric Evaluation Framework for Multimodal Agent Memory Japan open driving dataset sample.https://huggingface.co/datasets/turi ng-motors/Japan-Open-Driving-Dataset-Sample, 2024

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T18:14:04.120651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-30T21:02:58.640918Z digest=sha256:cbb90f5576e080dd29dc780139c7fe0980d48f628a3b61c7086c5fcedbdb2018

Observation ae360296-acea-45ba-8846-31b51aca56da · outbound

This paper cites MIRIX: Multi-Agent Memory System for LLM-Based Agents.

MemEye: A Visual-Centric Evaluation Framework for Multimodal Agent Memory MIRIX: Multi-Agent Memory System for LLM-Based Agents

Reference 42

Resolution
verified exact
local_arxiv, observed 2026-06-30T21:05:03.982394Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-30T21:02:58.640918Z digest=sha256:cb095fc53865980a5dcf89434aade3a16861aad724d6c543224378c8d0746b0e

Observation 5b64a924-fb71-471f-a7be-4497be0fafc0 · outbound

This paper cites LongMemEval: Benchmarking Chat Assistants on Long-Term Interactive Memory.

MemEye: A Visual-Centric Evaluation Framework for Multimodal Agent Memory LongMemEval: Benchmarking Chat Assistants on Long-Term Interactive Memory

Reference 43

Resolution
verified exact
local_arxiv, observed 2026-06-30T21:05:03.969896Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-30T21:02:58.640918Z digest=sha256:24c33f2f7443e3d4ccd2ab50ee18a057c438bd9d33c895378a4528df42b8667d

Observation 7bd33008-9b59-40b8-a672-5271b09fe1fc · outbound

This paper cites Large Multimodal Agents: A Survey.

MemEye: A Visual-Centric Evaluation Framework for Multimodal Agent Memory Large Multimodal Agents: A Survey

Reference 44

Resolution
verified exact
arxiv_id, observed 2026-06-30T21:05:04.023680Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-30T21:02:58.640918Z digest=sha256:b0c25a45ce429834320e3b8095dd8e8b7c6026fc2f67f7e73a75a1e19008e7e0

Observation 16536ae8-c2cf-4de8-9c28-0b61653a3855 · outbound

This paper cites Fluxmem: Adaptive hierarchical memory for streaming video understanding.

MemEye: A Visual-Centric Evaluation Framework for Multimodal Agent Memory Fluxmem: Adaptive hierarchical memory for streaming video understanding

Reference 45

Resolution
verified exact
arxiv_id, observed 2026-06-30T21:05:03.997475Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-30T21:02:58.640918Z digest=sha256:72d0eed719473e2b0fd6a404b7b88292df3ac19d85b4588dd88af2ecb3c1226d

Observation d4772c42-01e3-45e0-93ac-a5dd6e314324 · outbound

This paper cites Crab: Cross-environment agent benchmark for multimodal language model agents.

MemEye: A Visual-Centric Evaluation Framework for Multimodal Agent Memory Crab: Cross-environment agent benchmark for multimodal language model agents

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T18:14:04.140650Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-30T21:02:58.640918Z digest=sha256:36410926f67c4ebcb8e1f4c5fd2d0f2a3dac93bbb73c04a40270e6ae843e9940

Observation d74ee8a4-c114-492e-a1f8-4ca7684a4390 · outbound

This paper cites A-mem: Agentic memory for llm agents.

MemEye: A Visual-Centric Evaluation Framework for Multimodal Agent Memory A-mem: Agentic memory for llm agents

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T18:14:04.134825Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-30T21:02:58.640918Z digest=sha256:a08d50cb6eca60c2f758d20783cfcc78978b7ee3c540e42fd7f492e23867ccda

Observation 9bdca8e2-9103-4e3b-9201-4428ed4a8b4b · outbound

This paper cites AEL: Agent Evolving Learning for Open-Ended Environments.

MemEye: A Visual-Centric Evaluation Framework for Multimodal Agent Memory AEL: Agent Evolving Learning for Open-Ended Environments

Reference 48

Resolution
verified exact
local_arxiv, observed 2026-06-30T21:05:04.008221Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-30T21:02:58.640918Z digest=sha256:d89aa67f527cf8e0d122956686725a3686aaffd4ec96c37e97e940c4af7747e5

Observation 6906c195-f9fb-4cbb-bd0b-c2c4990ebe06 · outbound

This paper cites MMRC: A large-scale benchmark for understanding multimodal large language model in real-world conversation.

MemEye: A Visual-Centric Evaluation Framework for Multimodal Agent Memory MMRC: A large-scale benchmark for understanding multimodal large language model in real-world conversation

Reference 49

Resolution
verified exact
doi, observed 2026-06-30T21:05:03.226244Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-30T21:02:58.640918Z digest=sha256:c0af588f7e4e3025c7a93a0abeb8e7405abb4d8e51504628fcf6d981dd33fea4

Observation 01998d90-b943-46c2-99af-98acc0e1db7e · outbound

This paper cites Seed- story: Multimodal long story generation with large language model.

MemEye: A Visual-Centric Evaluation Framework for Multimodal Agent Memory Seed- story: Multimodal long story generation with large language model

Reference 50

Resolution
verified exact
doi, observed 2026-06-30T21:05:03.213946Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-30T21:02:58.640918Z digest=sha256:798c904e8fb2b3db8bd8bc5ec81afecf0a77dd6a84f853fe99d55555af86617f

Observation a4b3d35d-9faf-471d-b903-ddc6ffd8c1ee · outbound

This paper cites A survey on the memory mechanism of large language model- based agents.ACM Transactions on Information Systems, 43(6):155:1–155:47.

MemEye: A Visual-Centric Evaluation Framework for Multimodal Agent Memory A survey on the memory mechanism of large language model- based agents.ACM Transactions on Information Systems, 43(6):155:1–155:47

Reference 51

Resolution
metadata mismatch
doi, observed 2026-06-30T21:05:03.227449Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-30T21:02:58.640918Z digest=sha256:995f1cd0b62171be1b6c2a8fb5d1ac0cd922965e3570a5b146d455604158522d

Pith citing papers

Observation b001212f-6f84-4c54-8b58-33fc28c5dadc · inbound

How do Humans Process AI-generated Hallucination Contents: a Neuroimaging Study cites this paper.

How do Humans Process AI-generated Hallucination Contents: a Neuroimaging Study MemEye: A Visual-Centric Evaluation Framework for Multimodal Agent Memory

Reference 3

Resolution
metadata mismatch
local_arxiv, observed 2026-06-30T19:15:00.635562Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-30T19:10:49.286658Z digest=sha256:a75303913b9e839ed343a95e6bb82eb14595745a7bd841fd4e18c33f3069f784

Observation aae9400b-4079-404a-9690-831cb82e94c1 · inbound

Do GUI Agents Believe Their Eyes? Diagnosing State-Belief Reliance on Pixels versus Structure cites this paper.

Do GUI Agents Believe Their Eyes? Diagnosing State-Belief Reliance on Pixels versus Structure MemEye: A Visual-Centric Evaluation Framework for Multimodal Agent Memory

Reference 5

Resolution
unresolved
no resolver link, observed 2026-07-11T20:00:19.123214Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T20:00:19.123214Z digest=sha256:8c2bf78d00e1bb631a8924b67fd58094f8a2af92a4ae447b593d13c0ea597488

Observation 4eec5a4e-4779-45c9-b3cf-367bed3ba159 · inbound

Do GUI Agents Believe Their Eyes? Diagnosing State-Belief Reliance on Pixels versus Structure cites this paper.

Do GUI Agents Believe Their Eyes? Diagnosing State-Belief Reliance on Pixels versus Structure MemEye: A Visual-Centric Evaluation Framework for Multimodal Agent Memory

Reference 2026

Resolution
unresolved
no resolver link, observed 2026-08-02T08:46:59.069624Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:46:59.069624Z digest=sha256:030b2a89ff64b98e43c9b0da5dfb8ea4ce4bca223713445df59ab02e85f14d2a

Observation dea09742-4308-4a70-92bf-5c279140614f · inbound

Seen, Said, or Forgotten? A Causal Audit of Visual KV Memory Across Dialog Turns cites this paper.

Seen, Said, or Forgotten? A Causal Audit of Visual KV Memory Across Dialog Turns MemEye: A Visual-Centric Evaluation Framework for Multimodal Agent Memory

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-01T02:23:37.265350Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T02:23:37.265350Z digest=sha256:817bb1ca221a10e0df3f376db39eed7b2e27d582068519b90e96809cdaf6b872

Observation b1634793-f54c-4083-a700-7279caf86ac8 · inbound

Beyond Retrieval: Analytic Memory for Multimodal Agents cites this paper.

Beyond Retrieval: Analytic Memory for Multimodal Agents MemEye: A Visual-Centric Evaluation Framework for Multimodal Agent Memory

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-03T07:06:05.820603Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-03T07:06:05.820603Z digest=sha256:75729f1a66104f19eacdafbb465102706793737d31c3382b30111531aa6c49e8