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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 2026-08-15T06:32:42.880941+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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.474275Z digest=sha256:b2d02be146e17e4e1cee9bddd5b7fea33aafea7fa050a13f008130c05161f17a

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

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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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.478569Z digest=sha256:0cf2fb7a57af449339eb6d0a866a7a7c42365a14ba83fe9f0264b697cdd3daac

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.481995Z digest=sha256:84eb3dfa6d18e178d3c201c16f12d36e44b53c7a22cc75a0f336924c71da4b88

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.485395Z digest=sha256:945f99e86d5dc5f6a60ba8762dddb60f4d05986d95d8b7fef607cb88870f8365

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

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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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.491222Z digest=sha256:c54770bd626c0d7a60ac5c240dbdf937507eedc54ea7bd480a75a8b15478f706

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.494692Z digest=sha256:37315ef26afd65ff62090e02d5f139aae9270dbab0d9b023523d40240fdfe2f4

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.498993Z digest=sha256:88ae18c5c9788c2d55e46ffe05a931e8dee747b73ff6be3ee8f08065a217ebad

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.502151Z digest=sha256:7b5ad5fd2e020633915705917c1726f7c0624ea95d2dd8ea4fd351cb032d2d69

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.505789Z digest=sha256:68a4088da24e4e368b3fbf61dc46161b8cc1e3d6b7c682cdfb3c814ca11e3073

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.508964Z digest=sha256:cffcdeae8548346ca7ef5a0189a29cb1fe61bde58dc266e0d69687584f2210eb

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
raw_fallback, observed 2026-08-05T10:17:28.056136Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.512104Z digest=sha256:d759c359ca1e4eec149b814782caca1464293660653b38867cf1ee441c794bf1

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.515421Z digest=sha256:fba90bec2045c141db3159ecb6486f2d2ae2567d0e6751e0edc87f030a023043

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.519467Z digest=sha256:f84086af5c01fa52aa2c4fa164bd2906477710fee4467b280dce0e95859a340a

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.523182Z digest=sha256:f8fe94c13f14ef6dd14e1c0bec8e306dd3906e9ac41b922cb1be7df584e45344

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.526351Z digest=sha256:f1f16928905cfe61e23171a74fd11de5b6ecae88638d1982b5dde9c01237d1cd

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.532885Z digest=sha256:e26ed083b5f03dbfff38906eb3148b2ef01d042e3a3ac91e580e381197ca232a

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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.535942Z digest=sha256:abd1266051cc4498bd1c581cfa317992b5136a76fe0182182da95c794ccbbccd

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.539234Z digest=sha256:3673b0148fac0f6841022b1390d2743e3c8b24083274067f35b74a69122c430b

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.542886Z digest=sha256:278daec20b56214b01b22f7ac9bfcd17af0c66a560937b6e982a41712d96fa22

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.549402Z digest=sha256:f4a10c02503a91d4394ddbe158aa695c899b6f56f787a386178cce8eefb422fd

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.553355Z digest=sha256:6400789786372bc48e63a82c47f20836f60c12a0b77891247b98d8d042816da7

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.556593Z digest=sha256:ebcdca5e4d61cdd41accc2617f64a559a91f99fc00c3c7100c6e96f66dd198b3

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.559811Z digest=sha256:e4dcc2e81f02b3b825f06ffc08357c38f381b2b58f4dd394c73926d5c9b87b71

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.566460Z digest=sha256:45f0eac06ba1e808cc45af984b2f10747df77733f3447508701b83b7e499fe33

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.569546Z digest=sha256:fc906a4101dae3e5ec34047b543310b9957edff9086807a1870f4145be978a1b

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.573001Z digest=sha256:5d1df68f17cd3df301480789110d662ec95a6f0a0bfd4660699e620f694cf0ed

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.576458Z digest=sha256:262e8b4cf9b88b4cb5627dcd92f211beb6e140dd18045d40288b054be93ca4e0

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.579664Z digest=sha256:59833675a42331f49bfe744ae7753cf6a8faddf0e6e7bb82fc7a1aa6d3811f58

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.582784Z digest=sha256:f4cd548b43e4c57fac95aac3d8fa749f3c99cbe51965d204e29f58411a31e2f1

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.586112Z digest=sha256:f02cef0ac78db6831b307cbc1d5ea9eb75c62e0b5e9496e6cefabefafca50b07

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.590108Z digest=sha256:9c38b473461d58efd07d89c0012e5893a13c5cbda706a1b06cf84919e35a1a5f

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.593405Z digest=sha256:3be760e4333e555fd1e4481951cca8495846a21779f182e9882108f635949266

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.596738Z digest=sha256:239b141d48174cfd2ce837d20ed8ed93c615d9e7d05e3998c95c4718ad9b5694

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.600747Z digest=sha256:190cdc239c46c11de315a9a8890a83b2a7e50476d4738e0764c9ea2ef09208f1

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.604827Z digest=sha256:994277f6bfce780c7d80b96b4babcbf24f9747cf93ae1f0daa5ce536dce34b5d

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.608033Z digest=sha256:2ab695f1bf36e2aff5b635013a711f2a916f9115fb605ceb95ee0b24ad4fad7c

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.611127Z digest=sha256:bb4ee60dca6165cf60f12bc2e4ceca132d09ea2c05480ef7eef6f6d5b536b4df

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.614814Z digest=sha256:a03be64242740754beca3281a5507865b1d7a1d2bb4c61fa49cf76f63a669b78

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.618606Z digest=sha256:a47d67e5da5bd041960e47acdd29fed0048784bb5e9551acc27a18cc6eb712b0

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.621978Z digest=sha256:0041aa34f04f1af5d8a59545c6d32c34dc490daab88581f045993059b4a6a188

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.625172Z digest=sha256:c105e1b03391afafe5e46e27f168d2e105f92a701314165538b345e19272999a

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.628390Z digest=sha256:b1ded6bd5368ba5226c142f05a52e770e76288b5ae610b522898dc1e0188c91e

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-05T10:17:27.631827Z digest=sha256:f8bfa3ec3c0a492f58d237edaa4d8b7190a88aec5b9b0670d2702b73af888f86

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T16:58:05.795491Z digest=sha256:2e0b5204b4634ddcc6b9682693e8f66fbb4524131cd3ef9bffba96dd2317876a