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Paper Citation Record · LEDGER

AnomalyLMM: Bridging Generative Knowledge and Discriminative Retrieval for Text-Based Person Anomaly Search

As of 15 August 2026, this Paper Citation Record lists 50 of 50 outbound references and 2 inbound Pith citation observations for arXiv:2509.04376.

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

pith.paper-citation-record.v1
2509.04376 v2

Coverage vector

measured 50 of 50 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T10:17:27.646022Z

measured 52 of 52 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-11T22:36:58.496230Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-11T16:58:05.991492Z

Reference resolution

50 of 50 outbound references displayed

  • verified exact0
  • verified fuzzy42
  • unresolved8
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 39064a0c-0d9d-4c55-882b-fb2f52b3388a · outbound

This paper cites an unresolved cited work.

AnomalyLMM: Bridging Generative Knowledge and Discriminative Retrieval for Text-Based Person Anomaly Search Unresolved cited work

Reference 1

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unresolved
raw_fallback, observed 2026-08-05T10:17:28.158956Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.474275Z digest=sha256:c0537b5978c2254747d67e4192d5e034c2a4c204053918a56c088db87f254029

Observation 24fb4664-c9b5-4307-99a6-9c9d865ac91e · outbound

This paper cites Gpt-4 technical report.

AnomalyLMM: Bridging Generative Knowledge and Discriminative Retrieval for Text-Based Person Anomaly Search Gpt-4 technical report

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T10:17:28.149790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.478569Z digest=sha256:e42f67ae94c2572e4cd9ccfd3e1175ff25e39a6dc019b7083b556dd0cd7aacea

Observation cf8d2001-4c62-4702-8ff8-0844a8cf050d · outbound

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

AnomalyLMM: Bridging Generative Knowledge and Discriminative Retrieval for Text-Based Person Anomaly Search Flamingo: a visual language model for few-shot learning

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T10:17:28.139584Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.481995Z digest=sha256:b1aff6531d4cbe7fd87ba1aa31fed7c3b1a0dae37f64f8f0223ea4351db93777

Observation fceff7b3-874f-45ae-bd44-350e7b2238ed · outbound

This paper cites Deep canonical correlation analysis.

AnomalyLMM: Bridging Generative Knowledge and Discriminative Retrieval for Text-Based Person Anomaly Search Deep canonical correlation analysis

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T10:17:28.129371Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.485395Z digest=sha256:36e1dba19c8fc9a35c9d19de22933331dab108798f4e6b766384989206b8045f

Observation fd7ca21f-2899-410d-9d4b-d1f9cd64a7c6 · outbound

This paper cites Rasa: Relation and sensitivity aware representation learning for text-based person search.

AnomalyLMM: Bridging Generative Knowledge and Discriminative Retrieval for Text-Based Person Anomaly Search Rasa: Relation and sensitivity aware representation learning for text-based person search

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T10:17:28.120030Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.491222Z digest=sha256:72063647bf63bde1b4f342f64ef25579dd590c22717c68c51768e748a1aa7b5c

Observation 57a991b6-9bc2-4776-b93e-ebed2518b42c · outbound

This paper cites Videollm-online: Online video large language model for streaming video.

AnomalyLMM: Bridging Generative Knowledge and Discriminative Retrieval for Text-Based Person Anomaly Search Videollm-online: Online video large language model for streaming video

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T10:17:28.109011Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.494692Z digest=sha256:ad3b8dc8bb53e1a0bdd4e71380dd737fee8565448037e718416403a2475630e2

Observation 05952672-8ce3-49f8-99ca-de8af2bdebfc · outbound

This paper cites Internvl: Scaling up vision foundation models and aligning for generic visual-linguistic tasks.

AnomalyLMM: Bridging Generative Knowledge and Discriminative Retrieval for Text-Based Person Anomaly Search Internvl: Scaling up vision foundation models and aligning for generic visual-linguistic tasks

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T10:17:28.098709Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.498993Z digest=sha256:ba38551427c93eda8ebfc9eefa0cb7d2b5e44b58e90766d5e2d64fc48236a76c

Observation b9eead8b-1dd3-463b-88f4-09169ee690bf · outbound

This paper cites Pengi: An audio language model for audio tasks.

AnomalyLMM: Bridging Generative Knowledge and Discriminative Retrieval for Text-Based Person Anomaly Search Pengi: An audio language model for audio tasks

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T10:17:28.088546Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.502151Z digest=sha256:c6809acc97e1321ad0365be1a67681b3188619e02ae281ecbe8e21c71cefa90c

Observation cf9acadb-5fda-4d57-a8b5-0844771ff40a · outbound

This paper cites Iterative graph attention memory network for cross-modal retrieval.

AnomalyLMM: Bridging Generative Knowledge and Discriminative Retrieval for Text-Based Person Anomaly Search Iterative graph attention memory network for cross-modal retrieval

Reference 9

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.505789Z digest=sha256:3e19b17658e891dbb4ddbfe18f5cc06ad0f83deaf84817e1a6fe5d6c63364cb4

Observation 96fa6c39-e67d-401f-9463-42bf09b4447d · outbound

This paper cites Fleet, Jamie Ryan Kiros, and Sanja Fidler.

AnomalyLMM: Bridging Generative Knowledge and Discriminative Retrieval for Text-Based Person Anomaly Search Fleet, Jamie Ryan Kiros, and Sanja Fidler

Reference 10

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.508964Z digest=sha256:b876b8adb9e05dd7b7fd2b34104b7ef4a97277e7b5ca24dc476100185b68e91c

Observation b4259ab3-2444-4fe4-8cf4-340c9f541e96 · outbound

This paper cites Performance of 4 pre-trained sentence transformer models in the semantic query of a systematic review dataset on peri-implantitis.

AnomalyLMM: Bridging Generative Knowledge and Discriminative Retrieval for Text-Based Person Anomaly Search Performance of 4 pre-trained sentence transformer models in the semantic query of a systematic review dataset on peri-implantitis

Reference 11

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.512104Z digest=sha256:dfe66cf3559e208c05aa61bc6104dee7a3e62d7d71102993a58f919a75d97797

Observation c554e6ee-8c45-4251-82b4-f2e4f96b8974 · outbound

This paper cites X-pool: Cross-modal language-video attention for text-video retrieval.

AnomalyLMM: Bridging Generative Knowledge and Discriminative Retrieval for Text-Based Person Anomaly Search X-pool: Cross-modal language-video attention for text-video retrieval

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T10:17:28.045836Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.515421Z digest=sha256:098e45353559c9278e743e821bef539e1f2c3b55d74ef3a31eb422eb9ec5c1d0

Observation dbff9555-252d-4c6f-8c45-a8595057e4f7 · outbound

This paper cites A survey on self-supervised learning: Algorithms, applications, and future trends.

AnomalyLMM: Bridging Generative Knowledge and Discriminative Retrieval for Text-Based Person Anomaly Search A survey on self-supervised learning: Algorithms, applications, and future trends

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T10:17:28.035246Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.519467Z digest=sha256:ebbee934b502fdc045d4babc8bc18115720a1bb7c73c438fb4835480ee4e4a54

Observation 9da136be-28d4-4a63-8273-a58caa48d995 · outbound

This paper cites Learning temporal regularity in video sequences.

AnomalyLMM: Bridging Generative Knowledge and Discriminative Retrieval for Text-Based Person Anomaly Search Learning temporal regularity in video sequences

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T10:17:28.023741Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.523182Z digest=sha256:11a3b32e1eacc6ace5d792058aeba5e004ac133dafecff881c45de2510309fd1

Observation 47a7ab7a-49b4-4258-a68c-f301d814fca4 · outbound

This paper cites Instruct-reid: A multi-purpose person re-identification task with instructions.

AnomalyLMM: Bridging Generative Knowledge and Discriminative Retrieval for Text-Based Person Anomaly Search Instruct-reid: A multi-purpose person re-identification task with instructions

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T10:17:28.013046Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.526351Z digest=sha256:f41b713b51dfa4ff82de304a575153089007ea3b0c49a44f22fab3a91141485d

Observation c76147f3-60f0-4872-ade3-b62473d23e77 · outbound

This paper cites Lora: Low-rank adaptation of large language models.

AnomalyLMM: Bridging Generative Knowledge and Discriminative Retrieval for Text-Based Person Anomaly Search Lora: Low-rank adaptation of large language models

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-05T10:17:27.529785Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T10:17:27.529785Z digest=sha256:5c315df9c2920c0dc3df72213c8447b87b6fcc5dff90532e2e458be5ff3f513c

Observation 7700d3de-9676-409d-acc7-d165d74fb5a4 · outbound

This paper cites Step-wise hierarchical alignment network for image-text matching.

AnomalyLMM: Bridging Generative Knowledge and Discriminative Retrieval for Text-Based Person Anomaly Search Step-wise hierarchical alignment network for image-text matching

Reference 17

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.532885Z digest=sha256:4ea8a618380954c9337c59c1963bd74f4655e996ce73d40c7fd77525ef5b65c4

Observation f0756817-c5a4-4a16-a1d2-69d3e695b1eb · outbound

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

AnomalyLMM: Bridging Generative Knowledge and Discriminative Retrieval for Text-Based Person Anomaly Search Blip-2: Bootstrapping language-image pre-training with frozen image encoders and large language models

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T10:17:27.984584Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.535942Z digest=sha256:fca10b9976ef0a5bdc632cc6a5de2a5c5ee05e29daceed9b8fab535d12ac7070

Observation 44508dc8-6946-4987-8316-bd8c52fd70fc · outbound

This paper cites Visual instruction tuning.

AnomalyLMM: Bridging Generative Knowledge and Discriminative Retrieval for Text-Based Person Anomaly Search Visual instruction tuning

Reference 19

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.539234Z digest=sha256:2acfff4a670a91321ccba6c3ffe4b0e1a2e9a1ed3ee509b585b57f0fc4e535e8

Observation d1d9f578-7054-43b1-89bd-38cb9dc79939 · outbound

This paper cites Rar: Retrieving and ranking augmented mllms for visual recognition.

AnomalyLMM: Bridging Generative Knowledge and Discriminative Retrieval for Text-Based Person Anomaly Search Rar: Retrieving and ranking augmented mllms for visual recognition

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T10:17:27.963627Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.542886Z digest=sha256:6c3a7b733603e4a8494c0b2d716b5b36291e5f36ef2e3ed1d6422bba682b1707

Observation 9023a468-8e9e-4c09-a610-dd362bb5346c · outbound

This paper cites Decoupled weight decay regularization.

AnomalyLMM: Bridging Generative Knowledge and Discriminative Retrieval for Text-Based Person Anomaly Search Decoupled weight decay regularization

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-05T10:17:27.546252Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T10:17:27.546252Z digest=sha256:76125e689eaa265c26e2edb6c20b62dec96777fb13f1e3cbe8bc0a05826c9208

Observation d71b353c-e45c-4e6d-9886-5d6a8a3c18b8 · outbound

This paper cites Deep metric learning for visual understanding: An overview of recent advances.

AnomalyLMM: Bridging Generative Knowledge and Discriminative Retrieval for Text-Based Person Anomaly Search Deep metric learning for visual understanding: An overview of recent advances

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T10:17:27.947964Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.549402Z digest=sha256:a328e855b57531fda6d9667941054e9dbff35d26cef1bbaed16a26460dfbaf7c

Observation a124f62a-3323-46fe-9f23-81528db71c9e · outbound

This paper cites Video-chatgpt: Towards detailed video understanding via large vision and language models.

AnomalyLMM: Bridging Generative Knowledge and Discriminative Retrieval for Text-Based Person Anomaly Search Video-chatgpt: Towards detailed video understanding via large vision and language models

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T10:17:27.936833Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.553355Z digest=sha256:063bc4372e500bcafeeadb9b673e7d319f56b14bccedc8b1ebf34b2dca9aaa42

Observation 7e90bec8-5790-49d8-b84b-3584b29792d7 · outbound

This paper cites Chatreid: Open-ended interactive person retrieval via hierarchical progressive tuning for vision language models.

AnomalyLMM: Bridging Generative Knowledge and Discriminative Retrieval for Text-Based Person Anomaly Search Chatreid: Open-ended interactive person retrieval via hierarchical progressive tuning for vision language models

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T10:17:27.926909Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.556593Z digest=sha256:804a29d651199bb3786ad3ec8125d6369d9d1b42ee55e07a6f31c56e09dc82a9

Observation 7ac9dcd6-5a18-42f1-a899-1bb94e21b2ca · outbound

This paper cites Learning transferable visual models from natural language supervision.

AnomalyLMM: Bridging Generative Knowledge and Discriminative Retrieval for Text-Based Person Anomaly Search Learning transferable visual models from natural language supervision

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T10:17:27.916261Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.559811Z digest=sha256:3d8302c127f29b1aa5ef11597cf0160ba5a13ef58f09848843a8b3cc35318680

Observation 66b40293-6761-4b65-8fa4-0cbd7796e7f0 · outbound

This paper cites High-resolution image synthesis with latent diffusion models.

AnomalyLMM: Bridging Generative Knowledge and Discriminative Retrieval for Text-Based Person Anomaly Search High-resolution image synthesis with latent diffusion models

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-05T10:17:27.563036Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T10:17:27.563036Z digest=sha256:2ca519b28d302d9faed24b1be148f90894de686afb281e270ba949543c61f78b

Observation 76faf7b3-79a9-447f-9e7a-71b95e776ce8 · outbound

This paper cites Backdoor cleaning without external guidance in mllm fine-tuning.

AnomalyLMM: Bridging Generative Knowledge and Discriminative Retrieval for Text-Based Person Anomaly Search Backdoor cleaning without external guidance in mllm fine-tuning

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T10:17:27.900279Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.566460Z digest=sha256:5801ba79616c7c9d3344c71ec353768372b49315e189ebec33f1896fc5ca752c

Observation afe7fd3a-7aa9-41ec-8440-973ea343824a · outbound

This paper cites The graph neural network model.

AnomalyLMM: Bridging Generative Knowledge and Discriminative Retrieval for Text-Based Person Anomaly Search The graph neural network model

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T10:17:27.890009Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.569546Z digest=sha256:4f65a2b273b8a564ad6d65b9782725f5cf207090c040dc9a0885b2d49e07b1d2

Observation 7c5f7ff2-0013-4b56-9ccd-f8eb7a3e7d73 · outbound

This paper cites Semantics-enriched cross-modal alignment for complex-query video moment retrieval.

AnomalyLMM: Bridging Generative Knowledge and Discriminative Retrieval for Text-Based Person Anomaly Search Semantics-enriched cross-modal alignment for complex-query video moment retrieval

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T10:17:27.880242Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.573001Z digest=sha256:a81e65969d980225be25cb5a55f78551386d985d60f3b03725771766c9f61091

Observation 3e90f250-cd35-499a-8a66-d76d1f048ca0 · outbound

This paper cites Real-world anomaly detection in surveillance videos.

AnomalyLMM: Bridging Generative Knowledge and Discriminative Retrieval for Text-Based Person Anomaly Search Real-world anomaly detection in surveillance videos

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T10:17:27.869728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.576458Z digest=sha256:3ea9b26a17748bf07743160823a482e213af539ab65c2992f543d9e5c3b9af71

Observation b222fef7-115c-4799-82b7-edabb04512d8 · outbound

This paper cites From data deluge to data curation: A filtering-wora paradigm for efficient text-based person search.

AnomalyLMM: Bridging Generative Knowledge and Discriminative Retrieval for Text-Based Person Anomaly Search From data deluge to data curation: A filtering-wora paradigm for efficient text-based person search

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T10:17:27.860067Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.579664Z digest=sha256:a287e16cfa4d23538844b95c9e7c9fb0f2278ca0c421ed2a391d5ee2eede7f3b

Observation 5fc83bed-efd7-448d-ac49-3fcec8157ce1 · outbound

This paper cites Harnessing the power of mllms for transferable text-to-image person reid.

AnomalyLMM: Bridging Generative Knowledge and Discriminative Retrieval for Text-Based Person Anomaly Search Harnessing the power of mllms for transferable text-to-image person reid

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T10:17:27.849621Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.582784Z digest=sha256:9258ed965d423a0356fb008f860e164037494f1949c9a620aaf7ae9e19faf910

Observation 8ac8c561-7294-41e2-92c6-03509ee135d4 · outbound

This paper cites Anomaly detection in crowd scene.

AnomalyLMM: Bridging Generative Knowledge and Discriminative Retrieval for Text-Based Person Anomaly Search Anomaly detection in crowd scene

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T10:17:27.838840Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.586112Z digest=sha256:75f39725aa1c7b8c7f1fa04cee3b2a1368127e6761e09078e7488cedb06768a6

Observation f6b00863-d332-481b-82cc-41352bef81dd · outbound

This paper cites Cross-modal retrieval: a systematic review of methods and future directions.

AnomalyLMM: Bridging Generative Knowledge and Discriminative Retrieval for Text-Based Person Anomaly Search Cross-modal retrieval: a systematic review of methods and future directions

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T10:17:27.829248Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.590108Z digest=sha256:7c06c3dc5edba3c80eb381437cbff32f7dcece8ce128c76496b930c56b88cde8

Observation 4485dc3a-cb2b-441a-aad3-95be63804bfa · outbound

This paper cites Next-gpt: Any-to-any multimodal llm.

AnomalyLMM: Bridging Generative Knowledge and Discriminative Retrieval for Text-Based Person Anomaly Search Next-gpt: Any-to-any multimodal llm

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T10:17:27.819555Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.593405Z digest=sha256:1cd887f79ab7b28e16a23e476468be9ee2682729fb404bc5b5f1d9de5ab7838d

Observation a9645369-0714-4166-b7bd-0842eda98261 · outbound

This paper cites Qwen2.5 technical report.

AnomalyLMM: Bridging Generative Knowledge and Discriminative Retrieval for Text-Based Person Anomaly Search Qwen2.5 technical report

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T10:17:27.809911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.596738Z digest=sha256:08fa60c67f22c4116229b440af14b25f15aa724dd88ab562c009ba9685fafd0e

Observation 91e94a97-2966-4c54-a834-4515a2dfe10d · outbound

This paper cites Towards unified text-based person retrieval: A large-scale multi-attribute and language search benchmark.

AnomalyLMM: Bridging Generative Knowledge and Discriminative Retrieval for Text-Based Person Anomaly Search Towards unified text-based person retrieval: A large-scale multi-attribute and language search benchmark

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T10:17:27.799755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.600747Z digest=sha256:c7d7d2a3c8b87a590af0273987978383af1488cfa0c1aba16ff47ecfdd310298

Observation 52c363c3-9e93-4819-8aef-cdd47d2b9148 · outbound

This paper cites Beyond walking: A large-scale image-text benchmark for text-based person anomaly search.

AnomalyLMM: Bridging Generative Knowledge and Discriminative Retrieval for Text-Based Person Anomaly Search Beyond walking: A large-scale image-text benchmark for text-based person anomaly search

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T10:17:27.788085Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.604827Z digest=sha256:32604e3d939f23db54d5fea81108117855a4ef9334a99c4ee177bd68109748ee

Observation c49337f3-32cc-40ad-97a7-e7f79ddc508e · outbound

This paper cites Minicpm-v: A gpt-4v level mllm on your phone.

AnomalyLMM: Bridging Generative Knowledge and Discriminative Retrieval for Text-Based Person Anomaly Search Minicpm-v: A gpt-4v level mllm on your phone

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T10:17:27.777962Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.608033Z digest=sha256:f14701e13d29fc3845d93b7faa37af831d60ab85a72c70210f2bc001cbc06805

Observation f10f06db-aa99-4140-ac26-80758cf2439d · outbound

This paper cites Multi-grained vision language pre-training: Aligning texts with visual concepts.

AnomalyLMM: Bridging Generative Knowledge and Discriminative Retrieval for Text-Based Person Anomaly Search Multi-grained vision language pre-training: Aligning texts with visual concepts

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T10:17:27.767876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.611127Z digest=sha256:ec541b0d70b890174783a46a18c28576a2d5bb9409f29b79c83bd90331b5ee2f

Observation 335fb5fe-bc91-4ca7-88c1-58eed7658563 · outbound

This paper cites X \^ \ 2\ 2-vlm: All-in-one pre-trained model for vision-language tasks.

AnomalyLMM: Bridging Generative Knowledge and Discriminative Retrieval for Text-Based Person Anomaly Search X \^ \ 2\ 2-vlm: All-in-one pre-trained model for vision-language tasks

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T10:17:27.756283Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.614814Z digest=sha256:2474345986ed6265f7800c02c7fbc3d6d2662c75cc4bf7550dda1c4745e5bb68

Observation ce98eae5-8f95-4432-89cc-77b065887c65 · outbound

This paper cites Mllms know where to look: Training-free perception of small visual details with multimodal llms.

AnomalyLMM: Bridging Generative Knowledge and Discriminative Retrieval for Text-Based Person Anomaly Search Mllms know where to look: Training-free perception of small visual details with multimodal llms

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T10:17:27.745197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.618606Z digest=sha256:b5689226e242db79038c8337797bc03458655c77b7393b9cd6ba1fe249bca84f

Observation 3da06960-b4cd-4781-a88a-a5662ee2bcf4 · outbound

This paper cites Finetuning language models for multimodal question answering.

AnomalyLMM: Bridging Generative Knowledge and Discriminative Retrieval for Text-Based Person Anomaly Search Finetuning language models for multimodal question answering

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T10:17:27.734733Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.621978Z digest=sha256:c84d1e02f334bbfabbc34292cdaef87638a6f46d4eb6d82f3201f3b49c45ca33

Observation 87b7b746-ad8c-4976-ab02-dd197466b365 · outbound

This paper cites A discriminatively learned cnn embedding for person reidentification.

AnomalyLMM: Bridging Generative Knowledge and Discriminative Retrieval for Text-Based Person Anomaly Search A discriminatively learned cnn embedding for person reidentification

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T10:17:27.724671Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.625172Z digest=sha256:5bd1ff45bd0ade145f177580743daf8ece0a15fe082c75e99ca985a945524f0a

Observation 6702fb70-4b20-4b0c-b566-eb982db6223b · outbound

This paper cites Dual-path convolutional image-text embeddings with instance loss.

AnomalyLMM: Bridging Generative Knowledge and Discriminative Retrieval for Text-Based Person Anomaly Search Dual-path convolutional image-text embeddings with instance loss

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T10:17:27.714647Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.628390Z digest=sha256:5863b41d8bbac4fea57f3c8e663bf62766fd5323bb1c7fbc0b56c11fef851aae

Observation 3828ffbc-3cc4-45dc-82de-6b6d42f0b7f7 · outbound

This paper cites Learning to prompt for vision-language models.

AnomalyLMM: Bridging Generative Knowledge and Discriminative Retrieval for Text-Based Person Anomaly Search Learning to prompt for vision-language models

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T10:17:27.702990Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.631827Z digest=sha256:89c6481f5a24d9c148182d7b65db561121f26f6e448a490b3d323be1ae2d4adf

Observation f99998d8-fe52-44e1-8c2e-73b4f9762032 · outbound

This paper cites write newline.

AnomalyLMM: Bridging Generative Knowledge and Discriminative Retrieval for Text-Based Person Anomaly Search write newline

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-05T10:17:27.634861Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T10:17:27.634861Z digest=sha256:6adfb1f31271b376224db83d11c6fd9aaa94928ba1c62ed1d26ac3d68248a2a3

Observation 3f75ca51-a544-47ae-b62b-e049fdf80eaa · outbound

This paper cites @esa (Ref.

AnomalyLMM: Bridging Generative Knowledge and Discriminative Retrieval for Text-Based Person Anomaly Search @esa (Ref

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-05T10:17:27.639015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T10:17:27.639015Z digest=sha256:6d704e656b25c6638ff43bb5b17da35ddf127ecff4c96d60c884b7be30b18c5e

Observation 5a099ad4-4cae-4385-9455-14f036743aca · outbound

This paper cites an unresolved cited work.

AnomalyLMM: Bridging Generative Knowledge and Discriminative Retrieval for Text-Based Person Anomaly Search Unresolved cited work

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-05T10:17:27.642486Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T10:17:27.642486Z digest=sha256:8fba9750679a950a3523357f0d7423b5e26d014554ccc9f6f8f2e30023f21d8f

Observation 36e6d971-0f75-4865-9345-009f97200699 · outbound

This paper cites an unresolved cited work.

AnomalyLMM: Bridging Generative Knowledge and Discriminative Retrieval for Text-Based Person Anomaly Search Unresolved cited work

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-05T10:17:27.646022Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T10:17:27.646022Z digest=sha256:553419159df7854500c54c946332d2443959f346b449a6ecfb8afbe39d438890

Pith citing papers

Observation a68a0e7f-585a-4ca4-861f-8f1f78decaf6 · inbound

LightAIR: Lightweight Action Inversion and Riemannian Rectification for Text-based Person Anomaly Search cites this paper.

LightAIR: Lightweight Action Inversion and Riemannian Rectification for Text-based Person Anomaly Search AnomalyLMM: Bridging Generative Knowledge and Discriminative Retrieval for Text-Based Person Anomaly Search

Reference 105

Resolution
unresolved
no resolver link, observed 2026-08-11T22:36:58.496230Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:36:58.496230Z digest=sha256:f55b535e312e958d97d2b151cb6145424dbf8759d7e8897485b5c3e4dda22ff9

Observation 10094ac8-9179-4b2b-886d-5122226b77d0 · inbound

FaLCon: Facet-Anchored Retrieval with Late Consensus for Sim2Real Text-Based Person Anomaly Search cites this paper.

FaLCon: Facet-Anchored Retrieval with Late Consensus for Sim2Real Text-Based Person Anomaly Search AnomalyLMM: Bridging Generative Knowledge and Discriminative Retrieval for Text-Based Person Anomaly Search

Reference 18

Resolution
metadata mismatch
local_arxiv, observed 2026-08-11T16:58:05.994808Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T16:58:05.795491Z digest=sha256:672482faac96511e27b98f917d137cfb99e6c60171c4527b4e4fba04d5fc4ee3