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Paper Citation Record · LEDGER

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance

As of 20 August 2026, this Paper Citation Record lists 71 of 71 outbound references and 0 inbound Pith citation observations for arXiv:2504.18866.

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

pith.paper-citation-record.v1
2504.18866 v1

Coverage vector

measured 71 of 71 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T10:14:07.009016Z

measured 71 of 71 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

71 of 71 outbound references displayed

  • verified exact0
  • verified fuzzy52
  • unresolved19
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2995bc23-b427-416e-8c4a-4cdd9226308a · outbound

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

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance Real-world anomaly detection in surveillance videos

Reference 1

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:06.763299Z digest=sha256:e6a5bc0c9f3922e54209664eec8c67674d81a43028cb2b4d6972d182346db012

Observation e975ede1-9f61-48e6-b314-c59abc72b53a · outbound

This paper cites Not only look, but also listen: Learn- ing multimodal violence detection under weak supervision.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance Not only look, but also listen: Learn- ing multimodal violence detection under weak supervision

Reference 2

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 0b1632e4-db9a-4f66-9e48-f450b5d0e9cd · outbound

This paper cites Dota: Unsupervised detection of traffic anomaly in driving videos.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance Dota: Unsupervised detection of traffic anomaly in driving videos

Reference 3

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 62777286-f8ce-4e57-a1a3-e55a33a87f4b · outbound

This paper cites Scene-dependent prediction in latent space for video anomaly detection and anticipation.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance Scene-dependent prediction in latent space for video anomaly detection and anticipation

Reference 4

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raw_fallback, observed 2026-08-16T10:14:07.718662Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:06.774687Z digest=sha256:27a9dc3885d7ca8a83a96d9bbbf9d0eaa1b621b3a2f610ce9a28f59e9ab4e5d5

Observation f43286ea-c841-4189-8350-acff9f9d1108 · outbound

This paper cites A new comprehensive benchmark for semi-supervised video anomaly detection and anticipation.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance A new comprehensive benchmark for semi-supervised video anomaly detection and anticipation

Reference 5

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:06.778995Z digest=sha256:968c496c37a08af7bdf1bc7cc47fbdac4bd012a7c350679d1c4bdbe9f3dd1594

Observation f118b693-23e1-4267-9e83-d55a23db86a6 · outbound

This paper cites Anomaly warning: Learning and memorizing future semantic patterns for unsupervised ex-ante potential anomaly prediction.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance Anomaly warning: Learning and memorizing future semantic patterns for unsupervised ex-ante potential anomaly prediction

Reference 6

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:06.782521Z digest=sha256:ee286ceb2c5f20df83c67c45120658a90bc8971abe1d84a9bde4005eafc64d80

Observation a682fd54-8a59-4285-8ee5-ca822141b52e · outbound

This paper cites Future frame prediction network for video anomaly detection.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance Future frame prediction network for video anomaly detection

Reference 7

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:06.786444Z digest=sha256:db6098c79eb7c49e2ba6f145f8aabf77cc601daa51fc87d76e14404f034bc8d7

Observation 11585c23-441e-4d9e-956b-4fad898eaa8b · outbound

This paper cites Learning causal temporal relation and feature discrimination for anomaly detection.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance Learning causal temporal relation and feature discrimination for anomaly detection

Reference 8

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no resolver link, observed 2026-08-16T10:14:06.789540Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:14:06.789540Z digest=sha256:70427bc0950b40f54a3b2049cdd5542ad02e4a73634f4adaccff385dfe0e5e76

Observation 3c826fb5-1171-4566-bd68-e99c42dbb7d4 · outbound

This paper cites A framework for multiple- instance learning.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance A framework for multiple- instance learning

Reference 9

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:06.792329Z digest=sha256:bb95fa545674e5a42f5130a4c4e3dca328e980e4a0efb85f32db4eec8d725ecb

Observation 3549f24b-87f8-4066-a4c7-69dbd5edca4d · outbound

This paper cites Weakly-supervised video anomaly detection with robust temporal feature magnitude learn- ing.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance Weakly-supervised video anomaly detection with robust temporal feature magnitude learn- ing

Reference 10

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:06.795612Z digest=sha256:c11a40926602d9ffb2e8104addf650a53bb343b27aa4fdc484486bb387a35924

Observation f105b014-1a60-4045-8204-e5a610d94067 · outbound

This paper cites Unbiased multiple instance learning for weakly su- pervised video anomaly detection.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance Unbiased multiple instance learning for weakly su- pervised video anomaly detection

Reference 11

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:06.798884Z digest=sha256:a3c6c72551e1d46a8673967fb96e6e24a3537e6b63431e98bbb21a2c66d52592

Observation 43510f8e-56c6-4375-9307-324e790a2198 · outbound

This paper cites Dual memory units with uncertainty regulation for weakly supervised video anomaly detection.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance Dual memory units with uncertainty regulation for weakly supervised video anomaly detection

Reference 12

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:06.802474Z digest=sha256:91e878ca2c8aa8e673b3e208e7e8949b7da2725c7bf39c7fe243139c28a4abb7

Observation aea3ef50-0ac0-41c8-9e2e-1b0c15bc4420 · outbound

This paper cites Learning prompt-enhanced context features for weakly-supervised video anomaly detection.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance Learning prompt-enhanced context features for weakly-supervised video anomaly detection

Reference 13

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:06.805285Z digest=sha256:ebc89cc16796b013b3fae0ee9749fbe0d09147efa70ec4d7907b5434aad38d86

Observation 52123bbf-dda7-4553-8a01-3b6a4ee605db · outbound

This paper cites Text prompt with normality guidance for weakly supervised video anomaly detection.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance Text prompt with normality guidance for weakly supervised video anomaly detection

Reference 14

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raw_fallback, observed 2026-08-16T10:14:07.607874Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:06.809302Z digest=sha256:82c8b460f211b5c33a9aad36e9dda9a19cdca9b5eaac0ae9697d0bc6e81da88d

Observation 2c3d7ece-48fb-40c4-a428-5c22eccce690 · outbound

This paper cites Mist: Multiple instance self-training framework for video anomaly detection.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance Mist: Multiple instance self-training framework for video anomaly detection

Reference 15

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:14:06.813325Z digest=sha256:987085d6da681a26ddcb6cb1142e21d069da932f349d429d109889c92c758ed4

Observation c3dd1613-a828-4bb4-a3b6-0a9647274c83 · outbound

This paper cites Exploiting complete- ness and uncertainty of pseudo labels for weakly supervised video anomaly detection.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance Exploiting complete- ness and uncertainty of pseudo labels for weakly supervised video anomaly detection

Reference 16

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raw_fallback, observed 2026-08-16T10:14:07.589443Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:06.816153Z digest=sha256:6ee0ba397234fa39a8cc8661986e9e3416e60e21a7a0158a3a9425253dbf28b6

Observation fb361a67-cd19-475d-9f12-69fe523515bb · outbound

This paper cites Self-training multi-sequence learning with transformer for weakly supervised video anomaly detection.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance Self-training multi-sequence learning with transformer for weakly supervised video anomaly detection

Reference 17

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raw_fallback, observed 2026-08-16T10:14:07.578681Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:06.818959Z digest=sha256:32bf688c324ef9dfe1c62df6d03789ea1e0df46d7a4c7ecd3507798da5854c50

Observation 26b93df5-4031-43a9-8637-225fad3858d1 · outbound

This paper cites Modality-aware contrastive instance learning with self-distillation for weakly-supervised audio-visual violence detection.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance Modality-aware contrastive instance learning with self-distillation for weakly-supervised audio-visual violence detection

Reference 18

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:06.821793Z digest=sha256:dbf226cc791b82f8b0ac18342eb87f63f29329bbe7e28282a18544de2faf31ef

Observation 8f079a86-a24c-4aec-a6e5-87483545751b · outbound

This paper cites Modality-free violence detection via cross- modal causal attention and feature distillation.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance Modality-free violence detection via cross- modal causal attention and feature distillation

Reference 19

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raw_fallback, observed 2026-08-16T10:14:07.559810Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:06.824687Z digest=sha256:e48e8059aa311e948b9ed3675df217e8704c5dd16bd3562a5f778b3dd8e27e17

Observation d4edf6d3-ea62-4d90-b101-e408a5f9b03f · outbound

This paper cites Weakly supervised audio- visual violence detection.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance Weakly supervised audio- visual violence detection

Reference 20

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raw_fallback, observed 2026-08-16T10:14:07.550103Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:06.828505Z digest=sha256:bb767442ea835c4eb44e6dec243bfc93c0fb48a184f4d7b65a32cda7816ed94f

Observation 165f2c90-c3d4-4a0b-a26d-e1aaa12b3c52 · outbound

This paper cites Violence detection in videos based on fusing visual and audio information.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance Violence detection in videos based on fusing visual and audio information

Reference 21

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raw_fallback, observed 2026-08-16T10:14:07.539488Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:06.831775Z digest=sha256:383e9f59020599e37f084479f7e2810c481f5f13c2ad1a19ac2ad78ff1658d5c

Observation f1ac4066-2375-4615-8dc6-c8d5eb70ce3f · outbound

This paper cites Audiovisual dependency attention for violence detection in videos.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance Audiovisual dependency attention for violence detection in videos

Reference 22

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raw_fallback, observed 2026-08-16T10:14:07.529142Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:06.834528Z digest=sha256:8eba4771acb8af34ba181dd80614ec0cbf277d2c82c6ccb337cb2d6c4fde1056

Observation 856a9d0a-d002-47f3-bed0-593b3a5e298e · outbound

This paper cites Hyperbolic image segmentation.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance Hyperbolic image segmentation

Reference 23

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:06.838288Z digest=sha256:2ecb31c4a2421dcd602b9c07bbc9a3bb42ae91db2f5adba81d7eff6dfcd244a7

Observation 7c77842d-c644-4f61-aec3-0ad0ea4efa3d · outbound

This paper cites Skin lesion recognition with class-hierarchy reg- ularized hyperbolic embeddings.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance Skin lesion recognition with class-hierarchy reg- ularized hyperbolic embeddings

Reference 24

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:06.841294Z digest=sha256:41bb71a75a5bead670683b4098333518ae0ecf1623d06d26e1dba4c7f633f15d

Observation 83dd7ad3-fb68-4228-8a6b-8bfc3ab92e4d · outbound

This paper cites Mix dimension in poincar ´e geometry for 3d skeleton-based action recognition.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance Mix dimension in poincar ´e geometry for 3d skeleton-based action recognition

Reference 25

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raw_fallback, observed 2026-08-16T10:14:07.493646Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:06.845066Z digest=sha256:d90a994114f4d6249757d70c23d8c5e42662d286caa607abc1c7697578eab67d

Observation 00d37dee-571f-4b02-b5f6-eb4a032d332c · outbound

This paper cites Searching for actions on the hyperbole.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance Searching for actions on the hyperbole

Reference 26

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raw_fallback, observed 2026-08-16T10:14:07.480816Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:06.849162Z digest=sha256:86a161aa47591da548eb11583aab9d8fd7e92efa8493fc28f383093b5be73a04

Observation 9c4b5368-1251-4879-9467-10fb9f3820cf · outbound

This paper cites Curved geometric networks for visual anomaly recognition.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance Curved geometric networks for visual anomaly recognition

Reference 27

Resolution
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raw_fallback, observed 2026-08-16T10:14:07.468880Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:06.853347Z digest=sha256:7066f8a037f08e72db0645f22ecf993f48a696b41d17fefe5ac59781a1e99c93

Observation 3e4919f7-5fcd-46e3-b14c-68274df30f12 · outbound

This paper cites Learning Weakly Supervised Audio-Visual Violence Detection in Hyperbolic Space.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance Learning Weakly Supervised Audio-Visual Violence Detection in Hyperbolic Space

Reference 28

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no resolver link, observed 2026-08-16T10:14:06.856500Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:14:06.856500Z digest=sha256:b9fac8e486cb6f60a0ae0686b8bb4b0ce956eb28f65508626caa00004a23223f

Observation 732af871-457d-437a-8953-9109399c0be0 · outbound

This paper cites Cross-modal fusion and attention mechanism for weakly supervised video anomaly detection.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance Cross-modal fusion and attention mechanism for weakly supervised video anomaly detection

Reference 29

Resolution
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raw_fallback, observed 2026-08-16T10:14:07.457862Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:06.860575Z digest=sha256:54827661826d4749b78e7ef65597fb4ee9e7835d59d3bd83913b61cf2c911578

Observation 8910ba3d-e889-47d0-a572-c22d1645046e · outbound

This paper cites Hyperbolic graph neural networks.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance Hyperbolic graph neural networks

Reference 30

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raw_fallback, observed 2026-08-16T10:14:07.447507Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:06.864900Z digest=sha256:cbb9fccd314609a220d8de843e739443f4c2faabb6ba1b04589082ea5e00293e

Observation 3f08514d-fffa-4ad5-9aff-2d994e168edf · outbound

This paper cites GPT-4 Technical Report.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance GPT-4 Technical Report

Reference 31

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no resolver link, observed 2026-08-16T10:14:06.867735Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:14:06.867735Z digest=sha256:ff3dc47029cf3aa14f91b156ea7b0b33b2a764b8f378fd30d10a025bf961ca91

Observation ac50db7f-f8f3-4436-8b7b-7bc8c23c60f2 · outbound

This paper cites Exploring the limits of transfer learning with a unified text-to-text transformer.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance Exploring the limits of transfer learning with a unified text-to-text transformer

Reference 32

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:14:06.871097Z digest=sha256:dee1c8d6ae493ad92305346df852d612309fa44f194b05998c16691d08719a35

Observation 40cd97fb-a18b-487d-a50e-1af05fb2e97c · outbound

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

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance Internvl: Scaling up vision foundation models and aligning for generic visual-linguistic tasks

Reference 33

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raw_fallback, observed 2026-08-16T10:14:07.431148Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:06.874033Z digest=sha256:d8f4672a63b1fe6d2e19ef47f3f1c395b67e36bd8c42c11f5d91c61b4ade34ee

Observation 49214695-43d8-4821-a107-674e281123bf · outbound

This paper cites Beyond Euclidean: Dual-Space Representation Learning for Weakly Supervised Video Violence Detection.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance Beyond Euclidean: Dual-Space Representation Learning for Weakly Supervised Video Violence Detection

Reference 34

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:14:06.878202Z digest=sha256:481cfacb6d91101e6998b4d55e31d7a2a9ed57f5d846521724f52a3cd364a359

Observation cd796114-a9b2-454c-8ace-c239425697f8 · outbound

This paper cites Violence detection using oriented violent flows.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance Violence detection using oriented violent flows

Reference 35

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:06.881900Z digest=sha256:a9483ed0c97204f4462ecad91904631c6ec2eb0397de12ec39a9fbd21902a8e9

Observation 79826a40-796d-4a20-8008-d07e2f34f2d5 · outbound

This paper cites A classification method based on optical flow for violence detection.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance A classification method based on optical flow for violence detection

Reference 36

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raw_fallback, observed 2026-08-16T10:14:07.409699Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:06.885409Z digest=sha256:d15ef2e2b3314127f97615822a26d016a21f46a8a1022bfdecd26810e80025dc

Observation ca16e058-a518-4710-a2f3-1b3ea791b588 · outbound

This paper cites Discrimi- native dictionary learning with motion weber local descriptor for violence detection.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance Discrimi- native dictionary learning with motion weber local descriptor for violence detection

Reference 37

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raw_fallback, observed 2026-08-16T10:14:07.399564Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:06.889375Z digest=sha256:c8fdc589228a5dda4c7f9e4b8737da962e47c0679dafe64d698c0c85d44083e3

Observation 71a5d1b0-9097-48af-889e-b0babf8bb110 · outbound

This paper cites Angry crowds: Detecting violent events in videos.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance Angry crowds: Detecting violent events in videos

Reference 38

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raw_fallback, observed 2026-08-16T10:14:07.388382Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:06.893361Z digest=sha256:0cade2a0f1dfde259958e53af1c0b4f36433c369987acee22601d6dee9267509

Observation 8006afbc-527c-441f-860c-63b9eaf4c0a6 · outbound

This paper cites Mic-tju at mediaeval violent scenes detection (vsd) 2014.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance Mic-tju at mediaeval violent scenes detection (vsd) 2014

Reference 39

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raw_fallback, observed 2026-08-16T10:14:07.376353Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:06.897331Z digest=sha256:b090e9f41cdc2cbd433c73de962034e8dee212ae78598836e72c40874b16cfcf

Observation d0e6f447-2c1e-4df1-b559-7bf1ca36f7e5 · outbound

This paper cites Audio- visual fusion for detecting violent scenes in videos.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance Audio- visual fusion for detecting violent scenes in videos

Reference 40

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raw_fallback, observed 2026-08-16T10:14:07.365352Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:06.901106Z digest=sha256:0d124e50c660aae43bc4c4e01ecd6d67d53aae5c0eb4460044afedae264e65bc

Observation 702e49aa-9e12-44c3-96d8-14bc8b997e5f · outbound

This paper cites A multimodal approach to violence detection in video sharing sites.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance A multimodal approach to violence detection in video sharing sites

Reference 41

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verified fuzzy
raw_fallback, observed 2026-08-16T10:14:07.355780Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:06.904171Z digest=sha256:bbdc16b615409f75138b185f70b5beb0c6d051910fd64f55b2ec519d4b8d2383

Observation fedd0594-1f62-4a30-8989-891b9957fa47 · outbound

This paper cites Video anomaly detection with sparse coding inspired deep neural networks.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance Video anomaly detection with sparse coding inspired deep neural networks

Reference 42

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raw_fallback, observed 2026-08-16T10:14:07.344170Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:06.907696Z digest=sha256:fd4ee32a3d4a52d172ef4eec9f21edab7841b01848d98cad2160fcf60f8d1404

Observation b88c78a4-c18d-41e6-b93f-b8a821c5f231 · outbound

This paper cites Poincar ´e embeddings for learning hierarchical representations.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance Poincar ´e embeddings for learning hierarchical representations

Reference 43

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verified fuzzy
raw_fallback, observed 2026-08-16T10:14:07.332807Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:06.911215Z digest=sha256:c9427f7706fb55ec5e25a0e24c372339afca919c5da707037324b49cce1e3a26

Observation 803af252-2a7d-481c-9ce3-eac46374a857 · outbound

This paper cites Hyper- bolic neural networks.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance Hyper- bolic neural networks

Reference 44

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raw_fallback, observed 2026-08-16T10:14:07.322100Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:06.914480Z digest=sha256:4d426ec6a936ea060f8eb8f3a26f90e0d793a6c193b4d904de1da4eaa94fb9a7

Observation 431465d4-5899-4cfa-bb13-c2b2aaa3808d · outbound

This paper cites Lorentzian distance learning for hyperbolic representations.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance Lorentzian distance learning for hyperbolic representations

Reference 45

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raw_fallback, observed 2026-08-16T10:14:07.311590Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:06.917804Z digest=sha256:f16c6243d05d1cfc94dc28f8fc0aa86dc875d80ed62e2631875317cdd6289610

Observation db4c96ed-4268-41d5-8fee-7ec2d02ad048 · outbound

This paper cites Hyperbolic Neural Networks++.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance Hyperbolic Neural Networks++

Reference 46

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:14:06.920750Z digest=sha256:2d77915d2525ec714b05c985791ca3040446d9c3825b199e5a6753cdd66f2a7e

Observation ab1791bd-d6d2-4f0d-8aac-a28701c8e056 · outbound

This paper cites Fully Hyperbolic Neural Networks.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance Fully Hyperbolic Neural Networks

Reference 47

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:14:06.924800Z digest=sha256:7453fa45c1f441aba9ba5cd49ea708a1938cf61ec822161641a48d2748189d07

Observation d9651092-1972-49ca-bfc0-10d11ef15361 · outbound

This paper cites Hyperbolic graph attention network.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance Hyperbolic graph attention network

Reference 48

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raw_fallback, observed 2026-08-16T10:14:07.301152Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:06.929028Z digest=sha256:c59ac1d0af6d9e570ee8f3b7c7e896ea9c301534b9b15c52aa2da81f06c95572

Observation 62cd9f64-cc64-4c4e-a6a0-5a6e31063cfc · outbound

This paper cites Hyperbolic graph convolutional neural networks.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance Hyperbolic graph convolutional neural networks

Reference 49

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verified fuzzy
raw_fallback, observed 2026-08-16T10:14:07.290501Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:06.932655Z digest=sha256:9c0a7bc4deba3cf072b6764c655813794918178af0f000622448a11ef5fa1715

Observation a2aa3cd4-bef3-41d5-aa15-d3ad476822ad · outbound

This paper cites Constant curvature graph convolutional networks.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance Constant curvature graph convolutional networks

Reference 50

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:06.935675Z digest=sha256:48ab7403b5998f7190be782df3bbb98aad4904d2736cbbd42ba122acc3bbc02d

Observation c9e196bf-0365-4a8e-bde0-54dac6ec7978 · outbound

This paper cites Language Models are Few-Shot Learners.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance Language Models are Few-Shot Learners

Reference 51

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:14:06.940118Z digest=sha256:d9639570dfbabe74cb50df907863216345b34fbfc2b2c09ec97c65bb5e6d4ec2

Observation accfdb65-529c-4c0a-8841-62b1e7df58c6 · outbound

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

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance LLaMA: Open and Efficient Foundation Language Models

Reference 52

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:14:06.943261Z digest=sha256:486cb209603739190729882dd76aad9953ce1e31d85e3462efaf539844ad0c31

Observation a86de139-3853-46e0-9872-99e937fecd7e · outbound

This paper cites Vicuna: An open-source chatbot impressing gpt-4 with 90%* chatgpt quality.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance Vicuna: An open-source chatbot impressing gpt-4 with 90%* chatgpt quality

Reference 53

Resolution
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raw_fallback, observed 2026-08-16T10:14:07.268766Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:06.947041Z digest=sha256:65e6ccc8996a769a1200757728c21768af603617c2a56b446720d2eaffee0d3b

Observation deacb3d8-ffba-4375-9fb5-918345c26451 · outbound

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

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance Learning transferable visual models from natural language supervision

Reference 54

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:14:06.950539Z digest=sha256:344761b5a9ebfcd59541956086d5c645d3ea51b660e5a8e172904b46e5de28b1

Observation a73260f9-a32f-4204-96be-8a3ee0822ef9 · outbound

This paper cites Blip: Bootstrapping language-image pre-training for unified vision- language understanding and generation.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance Blip: Bootstrapping language-image pre-training for unified vision- language understanding and generation

Reference 55

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raw_fallback, observed 2026-08-16T10:14:07.253072Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:06.953843Z digest=sha256:a1ac27172d736b8d37ee9507aebe897737bba2bb36d6ea3aef99430a45c91a96

Observation 8d849371-fa9c-4f09-afcf-bc373eb28128 · outbound

This paper cites Open-vocabulary video anomaly detection.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance Open-vocabulary video anomaly detection

Reference 56

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:14:06.957200Z digest=sha256:81c25c87e810b6b716ce7ac7fe8676b1c7b1994ff61e63d2d665a428c7d4dbe1

Observation 52cf3127-1945-4d6c-80fd-402eceb175fd · outbound

This paper cites Hawk: Learning to understand open-world video anomalies.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance Hawk: Learning to understand open-world video anomalies

Reference 57

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:06.961276Z digest=sha256:0a03a8195590e6ba8f7d855a526a61ceb5d6b4408bd976aa16eea62e2ba8aed6

Observation 2ef22bbb-2001-4be7-87ec-970afc5bedf9 · outbound

This paper cites Harnessing large language models for training-free video anomaly detection.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance Harnessing large language models for training-free video anomaly detection

Reference 58

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raw_fallback, observed 2026-08-16T10:14:07.224569Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:06.964101Z digest=sha256:800fb557284c61b19b2a0f6332f9215b246f124a041eabfbef5698c36d3f0489

Observation 423839ba-aa6b-455f-bd1e-4c6b52f535a1 · outbound

This paper cites VERA: Explainable Video Anomaly Detection via Verbalized Learning of Vision-Language Models.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance VERA: Explainable Video Anomaly Detection via Verbalized Learning of Vision-Language Models

Reference 59

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:14:06.967215Z digest=sha256:52a926439ff376f4b576984deb578227858512589b995762a83a08b110d7ee98

Observation 0071bb36-3bb3-4499-b9ee-27185e20875c · outbound

This paper cites Video Anomaly Detection and Explanation via Large Language Models.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance Video Anomaly Detection and Explanation via Large Language Models

Reference 60

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:14:06.970481Z digest=sha256:392f78aa423f6356fa8cc1536208a056f7b9374d9c56ec96e6c533e04b25a082

Observation 0797e40c-6ad4-4917-967c-ac0cfd0dda1e · outbound

This paper cites Image-text embedding learning via visual and textual semantic reasoning.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance Image-text embedding learning via visual and textual semantic reasoning

Reference 61

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raw_fallback, observed 2026-08-16T10:14:07.212421Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:06.973871Z digest=sha256:06faf35fcc891c3e58b6eda8ca687a6666acf8e7977da756bf60e53f97f9ad46

Observation 0e6f8b00-70b2-4dc6-bc15-9db933008e3f · outbound

This paper cites Tagclip: improving discrimination ability of zero-shot semantic segmentation.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance Tagclip: improving discrimination ability of zero-shot semantic segmentation

Reference 62

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raw_fallback, observed 2026-08-16T10:14:07.202481Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:06.976854Z digest=sha256:5105db3474ca9bcdcbb6a42d70c2e69e4f7458e387006dcf6f72e2f6d1f9ce3f

Observation 24e95fea-4b72-46b7-ba1c-4d4cf03ebae6 · outbound

This paper cites Learning continuous hierar- chies in the lorentz model of hyperbolic geometry.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance Learning continuous hierar- chies in the lorentz model of hyperbolic geometry

Reference 63

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verified fuzzy
raw_fallback, observed 2026-08-16T10:14:07.193082Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:06.980128Z digest=sha256:c51fe80d7942e92acdef8130f7dc0611d02d878ef57f68bdf7cb8bc10f46ba9e

Observation 6233b3b3-4339-413d-9b2a-20f489fcd3fc · outbound

This paper cites Quo vadis, action recogni- tion? a new model and the kinetics dataset.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance Quo vadis, action recogni- tion? a new model and the kinetics dataset

Reference 64

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raw_fallback, observed 2026-08-16T10:14:07.182438Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:06.983106Z digest=sha256:9a8d487d18aca065836011cf11ba7924184efd05fada9b8aa11f2718a2e3184c

Observation fbf6be43-5370-4dd3-8948-287f21209ba9 · outbound

This paper cites Cnn architectures for large- scale audio classification.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance Cnn architectures for large- scale audio classification

Reference 65

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raw_fallback, observed 2026-08-16T10:14:07.172116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:06.986499Z digest=sha256:40461ab4b4374a857221692f5232a72767b3724dbd20f71103a1252d05e6f093

Observation 2dacdeb7-17aa-4327-a68b-136091329951 · outbound

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

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance Blip- 2: Bootstrapping language-image pre-training with frozen image encoders and large language models

Reference 66

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:14:06.990086Z digest=sha256:e84044591aa7a205af1dc59f8228070caea5be679092904f98977c9e5399a864

Observation ddcf71f2-2e23-4c1a-8471-0f2d3bed49d4 · outbound

This paper cites Adam: A Method for Stochastic Optimization.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance Adam: A Method for Stochastic Optimization

Reference 67

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:14:06.993169Z digest=sha256:0ec461e0af67b45e2e094502100a0094fcdf36ce6df70f1a096f989fb5f1eab4

Observation 0f8f5036-3a11-46b0-9acf-0e46ed67c47e · outbound

This paper cites Decoupled Weight Decay Regularization.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance Decoupled Weight Decay Regularization

Reference 68

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:14:06.997319Z digest=sha256:aecf58204a5182f50562100a6461a9198c7b3783ef9507d2553606f800be2212

Observation ab002a65-e68d-458f-a99f-2110f20f78d1 · outbound

This paper cites Snapshot Ensembles: Train 1, get M for free.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance Snapshot Ensembles: Train 1, get M for free

Reference 69

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:14:07.001012Z digest=sha256:3dc4741eb79844b8ec82957bea93bd143a03078ec44c6e7cac65e3986ef565b1

Observation 5acc136d-a98d-4942-88a6-6a321638a4d5 · outbound

This paper cites Topological structure in visual perception.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance Topological structure in visual perception

Reference 70

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raw_fallback, observed 2026-08-16T10:14:07.156086Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:07.004397Z digest=sha256:e63be4c8a4b4f4fbe20155c0b5ee2430d4d0a58a20c8c83fa7f60ae7f3662a2e

Observation 7e1eb6fd-862f-4bbe-a06a-e6a2b5adb980 · outbound

This paper cites Representation Learning with Contrastive Predictive Coding.

PiercingEye: Dual-Space Video Violence Detection with Hyperbolic Vision-Language Guidance Representation Learning with Contrastive Predictive Coding

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