Pith. sign in

Paper Citation Record · LEDGER

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection

As of 17 August 2026, this Paper Citation Record lists 87 of 87 outbound references and 1 inbound Pith citation observation for arXiv:2505.02393.

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

pith.paper-citation-record.v1
2505.02393 v2

Coverage vector

measured 87 of 87 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T00:59:51.477101Z

measured 88 of 88 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-12T02:16:34.307559Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-12T07:42:06.493920Z

Reference resolution

87 of 87 outbound references displayed

  • verified exact5
  • verified fuzzy42
  • unresolved40
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6bd819c8-d017-4414-b352-099ae9b0d688 · outbound

This paper cites Vatt: Transformers for multimodal self-supervised learning from raw video, audio and text.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Vatt: Transformers for multimodal self-supervised learning from raw video, audio and text

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-16T00:59:50.911237Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:59:50.911237Z digest=sha256:c74a1df02cf54ab8009355bf569aa202a711d3161292e49d930679e1e7431456

Observation 113eecb1-bd8d-49d4-8d18-45b79e1e96c5 · outbound

This paper cites Flamingo: a Visual Language Model for Few-Shot Learning.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Flamingo: a Visual Language Model for Few-Shot Learning

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-16T00:59:50.916418Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:59:50.916418Z digest=sha256:a2f4df1688b60d83b391db23d0f072e518e625134f6ccc7905476eb478973c73

Observation 9a9596b2-b7bf-40bf-acd0-8af359e3795e · outbound

This paper cites Synthetic temporal anomaly guided end-to-end video anomaly detection.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Synthetic temporal anomaly guided end-to-end video anomaly detection

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-16T00:59:50.921740Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:59:50.921740Z digest=sha256:e028c68a88dd27b65cea2587452a9aa8c7568efd5eb3643135d6dc0fe2367b23

Observation 77443699-c938-4a42-9bbf-f303fb498f58 · outbound

This paper cites An application-driven survey on event-based neuromorphic computer vision.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection An application-driven survey on event-based neuromorphic computer vision

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-16T00:59:50.927300Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:59:50.927300Z digest=sha256:4c664a1a86e68e65d98b1aaf764fc195303593346a0e292e73042ffa43766e42

Observation ef46194c-47ff-4f10-ba9b-c470f9770bd2 · outbound

This paper cites Recent Event Camera Innovations: A Survey.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Recent Event Camera Innovations: A Survey

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-16T00:59:50.932151Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:59:50.932151Z digest=sha256:f35d7dedf06603ad01709c4454da512d9d0fdd522f194a8b85b83f43314c100a

Observation 27a55b22-3743-4689-9c8e-640b5f761ab7 · outbound

This paper cites Prompt-enhanced multiple instance learning for weakly supervised video anomaly detection.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Prompt-enhanced multiple instance learning for weakly supervised video anomaly detection

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-16T00:59:50.938712Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:59:50.938712Z digest=sha256:fc75627cabc19425072841822640e13d127a1d5f05abf2506d335a810da22f71

Observation de656d75-c0f8-445f-94b9-77106deed9df · outbound

This paper cites Tevad: Improved video anomaly detection with captions.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Tevad: Improved video anomaly detection with captions

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-16T00:59:50.944623Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:59:50.944623Z digest=sha256:5f583f5cae7eb8d2d62353015c34f0aaf46929571f8dfc3803c469486c29c6ef

Observation aa33d1f5-7850-40ea-a696-5e36f3470cc6 · outbound

This paper cites Mgfn: Magnitude-contrastive glance-and-focus network for weakly-supervised video anomaly detection.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Mgfn: Magnitude-contrastive glance-and-focus network for weakly-supervised video anomaly detection

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-16T00:59:50.949478Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:59:50.949478Z digest=sha256:00314d7120c7a239b03070edcea08ed6f574989731aaf199dce46c566973f939

Observation bf1c20af-57c9-4225-9c14-854105afcece · outbound

This paper cites Label-free event-based object recognition via joint learning with image reconstruction from events.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Label-free event-based object recognition via joint learning with image reconstruction from events

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-16T00:59:50.954439Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:59:50.954439Z digest=sha256:133e2e2374ce7e483c5210a4ad93888a0e3ba40aab61b58b8a926785ded35d19

Observation a11adc1b-a59c-40aa-9628-c3ef04a24ec9 · outbound

This paper cites One Model, Multiple Modalities: A Sparsely Activated Approach for Text, Sound, Image, Video and Code.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection One Model, Multiple Modalities: A Sparsely Activated Approach for Text, Sound, Image, Video and Code

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-16T00:59:50.959891Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:59:50.959891Z digest=sha256:02ec089a57bb3dcc0f44677c235ad1b5bc50970dbc3d2f4ab982fb8b4b23261e

Observation fb408ac9-7633-40de-a00c-e0e3b99d4cb8 · outbound

This paper cites Laplace redux—effortless bayesian deep learning.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Laplace redux—effortless bayesian deep learning

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:59:53.351397Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:59:50.966163Z digest=sha256:6d63f1f542f0988ec6c9190cc8d3401595b6b3686df8a91eaa6e0defc951229d

Observation ff68a20b-cbd2-4b0b-b0e3-21d525091025 · outbound

This paper cites Learnable expansion of graph operators for multi-modal feature fusion, 2025.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Learnable expansion of graph operators for multi-modal feature fusion, 2025

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:59:53.333787Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:59:50.971239Z digest=sha256:9cf1a360aa81067b6e0947b1ef584a5db76a81aef2e7783f0f3202f305961e17

Observation 671655cd-4b97-47e6-a0b9-2afda514283f · outbound

This paper cites PaLM-E: An Embodied Multimodal Language Model.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection PaLM-E: An Embodied Multimodal Language Model

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-16T00:59:50.976185Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:59:50.976185Z digest=sha256:f47f699a3f3639e589bdf79db812b77327a51613a7e5fa185f1108c0e4194a34

Observation 33c05f24-6762-4846-94db-a8b44e0084f1 · outbound

This paper cites Self-supervised video forensics by audio-visual anomaly detection.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Self-supervised video forensics by audio-visual anomaly detection

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:59:53.317424Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:59:50.981445Z digest=sha256:2d2ded12932c9c20afb12e71e2761cd511a422aae62c4d381d811fc0a1163b83

Observation 626ebc13-bd99-42e4-a6fe-0ed12c58029b · outbound

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

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Mist: Multiple instance self-training framework for video anomaly detection

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-16T00:59:50.986469Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:59:50.986469Z digest=sha256:daef9d3d636fe7117eb0c56fa4a944bc8b1758f317d8ee396b344b0f73b370ae

Observation 20a128ae-b31c-4607-8b47-822c0e462755 · outbound

This paper cites Convolutional Transformer based Dual Discriminator Generative Adversarial Networks for Video Anomaly Detection.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Convolutional Transformer based Dual Discriminator Generative Adversarial Networks for Video Anomaly Detection

Reference 16

Resolution
verified exact
local_arxiv, observed 2026-08-16T00:59:51.961730Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:59:50.991777Z digest=sha256:5bb38d677bca6fe76b4ad56c71d86a6a3ed2feda7fa7da3a7134cf4fe7a49c62

Observation 6c2b8468-659d-41a9-b23a-d1824a6c28ca · outbound

This paper cites Multimodal motion conditioned diffusion model for skeleton- based video anomaly detection.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Multimodal motion conditioned diffusion model for skeleton- based video anomaly detection

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:59:53.292070Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:59:50.997828Z digest=sha256:a0558a935e0e608def5250820574fd17b0a8685ff4a85d66fced65f715368b40

Observation d643ed1c-0217-40eb-ab9c-d5514b2381ca · outbound

This paper cites Dropout as a bayesian approximation: Representing model uncertainty in deep learning.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Dropout as a bayesian approximation: Representing model uncertainty in deep learning

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-16T00:59:51.002521Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:59:51.002521Z digest=sha256:5995aa8ae4f5e7f1855eaea8d40a181402f262be1009add55e8dfb49c2f65ada

Observation 0b6d0d52-5118-4a24-9b5a-15dc38a52a1f · outbound

This paper cites Event- based vision: A survey.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Event- based vision: A survey

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:59:53.262118Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:59:51.007483Z digest=sha256:6ceb71a40ab0ccd11acd8d1087bb1502ce7f68069ff6a1c7095966abbabd4341

Observation b8847dee-5757-4b88-8a79-dfcb83ffa515 · outbound

This paper cites End-to-end learn- ing of representations for asynchronous event-based data.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection End-to-end learn- ing of representations for asynchronous event-based data

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:59:53.244566Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:59:51.012228Z digest=sha256:a01edf4b0f93110d04b9b66e1978efe4a302a6532b7a61756a8058e0f68755f8

Observation 1873d1f4-c8f5-477f-810e-a3915f189a8c · outbound

This paper cites Anomaly detection in video via self-supervised and multi-task learning.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Anomaly detection in video via self-supervised and multi-task learning

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:59:53.226552Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:59:51.016827Z digest=sha256:a89ff89ec92270ed7a59cda50305f6c6b8663f15a9faf7280cb69ad476e9a3a4

Observation d646ac88-3b40-4161-8ab2-2d8db07b365b · outbound

This paper cites Cross-Modal Fusion and Attention Mechanism for Weakly Supervised Video Anomaly Detection.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Cross-Modal Fusion and Attention Mechanism for Weakly Supervised Video Anomaly Detection

Reference 22

Resolution
verified exact
local_arxiv, observed 2026-08-16T00:59:51.930790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:59:51.021557Z digest=sha256:4755621668fee6322bd728d74b183ed82e86158082c8ae31c2c41f99ee4362a2

Observation 34c822e4-e7e9-4497-a776-6e4857d66fce · outbound

This paper cites Imagebind: One embedding space to bind them all.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Imagebind: One embedding space to bind them all

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-16T00:59:51.026515Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:59:51.026515Z digest=sha256:c70ce485f9a37d9f04d68a19a83a19694d16cf18e608ee00c2b65a86323088fc

Observation 48adf15d-1297-43fb-8c3e-3bef6efbcc7a · outbound

This paper cites Omnivore: A single model for many visual modalities.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Omnivore: A single model for many visual modalities

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:59:53.197635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:59:51.031112Z digest=sha256:2132341861e24891ca142d4e81b745f40fbd8921e144a527abbedc31c9d55cab

Observation 6f3f3644-1250-40d8-9c27-06698221c5c9 · outbound

This paper cites Multimodal Chain-of-Thought Reasoning in Language Models.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Multimodal Chain-of-Thought Reasoning in Language Models

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-16T00:59:51.035716Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:59:51.035716Z digest=sha256:248c845d96717c0f701a87525d4dcdfa8daec0fb9550a7d759902eac5433b584

Observation b420b44f-9902-419b-8f71-17cb49a74228 · outbound

This paper cites Deep multimodal representation learning: A survey.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Deep multimodal representation learning: A survey

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-16T00:59:51.040607Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:59:51.040607Z digest=sha256:bcb6714c03b8164b27e6ac7bd054c2320991eb94e7a40f79651a93531e7981c8

Observation ae448456-c312-43ce-b31a-f60105129157 · outbound

This paper cites Backprop kf: Learning discriminative deterministic state estimators.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Backprop kf: Learning discriminative deterministic state estimators

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:59:53.168753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:59:51.046135Z digest=sha256:4a4d6c61b8ca0da255bee0efa71ea69cb5ad873e199a2dd85e612e596a65bc2e

Observation ee01b8c1-3e41-4907-a1a3-ef711b6052ff · outbound

This paper cites Denoising diffusion probabilistic models.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Denoising diffusion probabilistic models

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-16T00:59:51.051613Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:59:51.051613Z digest=sha256:4aba91b7adc870aac844618c8cc8b0a46dac4ca78413c74da60d5c43bfde1b78

Observation f76a891d-60ad-4ba8-9643-1438994e8ce9 · outbound

This paper cites Multi-modal Sensor Fusion for Auto Driving Perception: A Survey.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Multi-modal Sensor Fusion for Auto Driving Perception: A Survey

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-16T00:59:51.056053Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:59:51.056053Z digest=sha256:7b4d0686728b02048e6be05fde95c1719a1eb804961ba32745cd681ae9c660f2

Observation e019a117-ebb2-4bdd-8fdf-857839c50650 · outbound

This paper cites Attention-based deep multiple instance learning.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Attention-based deep multiple instance learning

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-16T00:59:51.061225Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:59:51.061225Z digest=sha256:d94226b6b8f9d5d80abfeb4184032bf403def3694c53968dca19162a57553b01

Observation b1a76d88-32eb-425a-a5f0-c9c36982733c · outbound

This paper cites Expanding Event Modality Applications through a Robust CLIP-Based Encoder.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Expanding Event Modality Applications through a Robust CLIP-Based Encoder

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-16T00:59:51.066336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:59:51.066336Z digest=sha256:0760613bcb8f339d8e848d691ee9801637c04b15fbd2e9da45f86f8cc667182b

Observation 18894592-967a-4be5-a270-6ca595174e2d · outbound

This paper cites Multi-Modal Anomaly Detection for Unstructured and Uncertain Environments.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Multi-Modal Anomaly Detection for Unstructured and Uncertain Environments

Reference 32

Resolution
verified exact
local_arxiv, observed 2026-08-16T00:59:51.839774Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:59:51.071784Z digest=sha256:8f97d19c5eadd944def0b9eebec4c1f16f2064e449a13a6a31594c571a8aa8dd

Observation d810587e-ed47-43c8-9f5f-e724c2943fc5 · outbound

This paper cites What uncertainties do we need in bayesian deep learning for computer vision? In Advances in Neural Information Processing Systems (NeurIPS), 2017.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection What uncertainties do we need in bayesian deep learning for computer vision? In Advances in Neural Information Processing Systems (NeurIPS), 2017

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-16T00:59:51.076712Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:59:51.076712Z digest=sha256:c34c611f3cbbb3f17f1f79bda9fb315b8a62f73c6f448a08a16aec13bb2fc897

Observation 05abf839-0e42-4fb3-b8a7-72bf3381445a · outbound

This paper cites N-imagenet: Towards robust, fine-grained object recognition with event cameras.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection N-imagenet: Towards robust, fine-grained object recognition with event cameras

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:59:53.114323Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:59:51.081711Z digest=sha256:de00e820d541846c7209e0e2bcc8cbd72a19f5bddb3fa87c6deb0ef2a11e4a6b

Observation e1984fd1-e3b5-4a5f-88d9-3817fffa039a · outbound

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

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Blip-2: Bootstrapping language-image pre-training with frozen image encoders and large language models

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:59:53.095492Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:59:51.203912Z digest=sha256:8acd0648305bc1538e842aab7dd994416baeb46754ccb1859df4aabc57c8893a

Observation b7af93cc-28ae-4191-8f5f-acbec588e6ce · outbound

This paper cites Align before fuse: Vision and language representation learning with momentum distillation.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Align before fuse: Vision and language representation learning with momentum distillation

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:59:53.074405Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:59:51.208832Z digest=sha256:aa87b5d8be63efe5c4e0cb9a94bde44b3b62f6e5f4e5980980309e4623b0ffb0

Observation d496875f-1c6d-4c16-8a9d-d6fbd72f8b6c · outbound

This paper cites Mini-Gemini: Mining the Potential of Multi-modality Vision Language Models.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Mini-Gemini: Mining the Potential of Multi-modality Vision Language Models

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-16T00:59:51.213850Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:59:51.213850Z digest=sha256:da1026c7bc75fb1eb8f0ed423a63d5e51989b9e69333d4522f7d1d3621977194

Observation 304a29a1-f79c-4620-b731-37325c15f641 · outbound

This paper cites A survey of multimodel large language models.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection A survey of multimodel large language models

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-16T00:59:51.219073Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:59:51.219073Z digest=sha256:f76ce0ea1b7f6f551f3e4a211811fbde2e1a24cb845a8188d1136a01519a0eee

Observation d8ec36d6-f727-4da1-a425-2ae8c93204f6 · outbound

This paper cites A 128×128 120 db 15µs latency asynchronous temporal contrast vision sensor.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection A 128×128 120 db 15µs latency asynchronous temporal contrast vision sensor

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:59:53.041423Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:59:51.223820Z digest=sha256:e51063fd9019e6173cabc53b294917b734cb41f3f80afd609b2944c31e988ed3

Observation 033d103b-bc2d-4646-a7f0-3a1c3c4a596f · outbound

This paper cites Future frame prediction for anomaly detection–a new baseline.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Future frame prediction for anomaly detection–a new baseline

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-16T00:59:51.228503Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:59:51.228503Z digest=sha256:8a6ab74c146a73c8b479fc98406f630af3c33e796d17540aa6ca2d04360ccf43

Observation c100e42e-b86a-404c-8a77-8b4330fe7051 · outbound

This paper cites Towards multimodal model generalization: Visual-audio temporal alignment for video classification.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Towards multimodal model generalization: Visual-audio temporal alignment for video classification

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:59:53.011088Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:59:51.233235Z digest=sha256:959eaf481f341ff716ec1556f8a91b639bc4a2295a03b3bf4d8eafff48202e2d

Observation 1573b672-f55d-4395-a84f-3894ff076875 · outbound

This paper cites Weakly supervised temporal anomaly localization in surveillance videos.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Weakly supervised temporal anomaly localization in surveillance videos

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:59:52.985040Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:59:51.238212Z digest=sha256:a9ee39138f89d91316d54e2d07746d0c4a2db825e5cfef8deae28c5386cb39b6

Observation a2e0b421-12e0-4ee8-a65c-8968dab48e8c · outbound

This paper cites Decoupled Weight Decay Regularization.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Decoupled Weight Decay Regularization

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-16T00:59:51.244654Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:59:51.244654Z digest=sha256:ed5353cfa4832fcdbb5ba4f4300f2bcb8d68a50f489b9da65b0ce77a56a20e47

Observation 260a2878-4efa-4630-a13b-dd34b1db2ae0 · outbound

This paper cites Learning optical flow from event camera with rendered dataset.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Learning optical flow from event camera with rendered dataset

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:59:52.960966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:59:51.250065Z digest=sha256:975a782e504740e141f7f7c274f1fc012db784de4510eabb19f75eddc0fed3b9

Observation a73b8b72-6820-4c81-8cc2-f0a71929ae09 · outbound

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

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Video Anomaly Detection and Explanation via Large Language Models

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-16T00:59:51.254940Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:59:51.254940Z digest=sha256:cede1b3d8f3d37faa540ad02229de702c067498230622034ee17c956cfd1c5b1

Observation e5efb2e8-276e-41b2-b446-66fa84442a94 · outbound

This paper cites Unbiased multiple instance learning for weakly supervised video anomaly detection.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Unbiased multiple instance learning for weakly supervised video anomaly detection

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:59:52.940320Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:59:51.259995Z digest=sha256:b4a9f7fd5fc5be5184cc76c6cfb30e950d45354df1411d58b06d83b2ec51fe34

Observation a2b0026c-0b4b-4580-a646-be1a479a374b · outbound

This paper cites Fusion framework and multimodality for the Laplacian approximation of Bayesian neural networks.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Fusion framework and multimodality for the Laplacian approximation of Bayesian neural networks

Reference 47

Resolution
verified exact
local_arxiv, observed 2026-08-16T00:59:51.738132Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:59:51.265869Z digest=sha256:78951a7d08dafe22f8ce9df935e41cb0700de37378e1fc47c8a078afa921e3a2

Observation e83c381b-31cf-4af1-a626-27495915754f · outbound

This paper cites Multimodal deep learning.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Multimodal deep learning

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:59:52.920087Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:59:51.270980Z digest=sha256:967999b09045ff18ba72a2a12415a3f85ecf3f634c44142aa20012a200a6d25e

Observation 82c82bff-e4cf-4a71-be1d-48a7ba44c637 · outbound

This paper cites The promises and pitfalls of bayesian deep learning in computer vision.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection The promises and pitfalls of bayesian deep learning in computer vision

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:59:52.901587Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:59:51.275910Z digest=sha256:da7e09df04f10c776e756cbf8e5f163d0dca99dfb0bab8c1996bd36a2c396c8f

Observation 4851836c-707e-4a34-afdc-d29f18cdbc61 · outbound

This paper cites Converting static image datasets to spiking neuromorphic datasets using saccades.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Converting static image datasets to spiking neuromorphic datasets using saccades

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:59:52.883080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:59:51.281415Z digest=sha256:6ef9de8e5c24f52de1d7ee46dbd59d154bc24f2aaf3d9c70d70be7c939eaa735

Observation 57921c89-bb07-4baf-98f9-94827a6e8a9c · outbound

This paper cites Can you trust your model’s uncertainty? evaluating predictive uncer- tainty under dataset shift.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Can you trust your model’s uncertainty? evaluating predictive uncer- tainty under dataset shift

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:59:52.862557Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:59:51.287230Z digest=sha256:169bd4faf869b50e7f72ec41a29cd92903227a003c170312848db03c54ad4475

Observation 86e14edf-9d3d-4ff4-bef0-4212e5e146b7 · outbound

This paper cites Back to event basics: Self-supervised learning of image reconstruction for event cameras via photometric constancy.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Back to event basics: Self-supervised learning of image reconstruction for event cameras via photometric constancy

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:59:52.760900Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:59:51.292299Z digest=sha256:0732b7ee8fb1d4de5dd724fa717f9ba7b35ff34e0ddbbb8fbc6a3d3a8f6aa66e

Observation 5a55de31-607b-45a5-81ef-9bb470d29ee4 · outbound

This paper cites Assessing Modality Bias in Video Question Answering Benchmarks with Multimodal Large Language Models.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Assessing Modality Bias in Video Question Answering Benchmarks with Multimodal Large Language Models

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-16T00:59:51.297175Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:59:51.297175Z digest=sha256:928eb0d0abf405e2a2ac199677b563b8cb430c8d5341627548fc72241fbe5dde

Observation aa77bc7b-fdee-4826-bd8a-d2f197c632e2 · outbound

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

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Learning transferable visual models from natural language supervision

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-16T00:59:51.302358Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:59:51.302358Z digest=sha256:2b3d8de428216d2eccc2678dded0679684082401912d91996bd3a7ce7723e800

Observation dbfbc59c-f5ec-430d-a485-43d0ca7206c1 · outbound

This paper cites Events-to-video: Bringing modern computer vision to event cameras.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Events-to-video: Bringing modern computer vision to event cameras

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:59:52.731398Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:59:51.308357Z digest=sha256:28fbddb2abaa249964558e02ebae0ee7d8a8f075b32d94a083e44fbac7e561f7

Observation 0397e637-265b-4712-be5b-2ccd9f9c606b · outbound

This paper cites MIMIC-IT: Multi-Modal In-Context Instruction Tuning.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection MIMIC-IT: Multi-Modal In-Context Instruction Tuning

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-16T00:59:51.313318Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:59:51.313318Z digest=sha256:9d2ed589e8584d6a57b4198f50e376d528d4e0e82c0267a06f85c9a25c70a488

Observation b4808dfd-ba93-460d-ba5d-432f5998f5fa · outbound

This paper cites Secrets of event-based optical flow.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Secrets of event-based optical flow

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:59:52.711966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:59:51.318431Z digest=sha256:8ab4f301d7c6eb37a56488810992a5fc6e1d68d9ef8a569e752d0a465440fb80

Observation 8f76194b-f8ca-4f74-bc18-791f27d14e66 · outbound

This paper cites Uncertainty aware audiovisual activity recognition using deep Bayesian variational inference.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Uncertainty aware audiovisual activity recognition using deep Bayesian variational inference

Reference 58

Resolution
verified exact
local_arxiv, observed 2026-08-16T00:59:51.644298Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:59:51.323104Z digest=sha256:c6989f4056e5f1e8f23e0d9af86d591a6acc806491a2e455a23dec5e292fc3f4

Observation 6f9fbbc9-e74f-41a2-91c7-1206d29b18fa · outbound

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

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Real-world anomaly detection in surveillance videos

Reference 59

Resolution
unresolved
no resolver link, observed 2026-08-16T00:59:51.328135Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:59:51.328135Z digest=sha256:b64adab65a790a01dbc3c85da33ca1ebffc64df274fd03cc74589dfe635e654a

Observation 0fa57dc7-8305-4751-af3d-a4f02bb74bd0 · outbound

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

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Hawk: Learning to understand open-world video anomalies

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:59:52.680219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:59:51.332826Z digest=sha256:5aef840e14bdec65c9dbcff60a6165c5eba152e955a7b5f515420b24f7e22e32

Observation 1d6824cd-2d11-4d8f-b89c-3c02bd725218 · outbound

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

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Weakly-supervised video anomaly detection with robust temporal feature magnitude learning

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:59:52.661095Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:59:51.337695Z digest=sha256:bc98001151fadee9f09a2bee85ec06a0cd11e7df3780b77ee41af76cf5769045

Observation 865ea0b8-ff42-43d2-b847-a3c26e6ab6cd · outbound

This paper cites Multimodal transformer for unaligned multimodal language sequences.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Multimodal transformer for unaligned multimodal language sequences

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:59:52.643111Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:59:51.343239Z digest=sha256:ceaba9e3d37f1aec473c22be81a063ee3bac99de324185c5f9748eb9631b2ad8

Observation 5c085303-b8cc-4675-bff7-8bdcae640744 · outbound

This paper cites Exploiting spatial sparsity for event cameras with visual transformers.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Exploiting spatial sparsity for event cameras with visual transformers

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:59:52.623909Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:59:51.348793Z digest=sha256:069aaa97e171bb0ba3352310c28792f44fb7df589ca6f7c18ff077ab453d6d09

Observation 464f3c52-b14b-4bb7-b556-f1ad0425cf9d · outbound

This paper cites An introduction to the kalman filter.University of North Carolina at Chapel Hill, Department of Computer Science, 7(1):1–16, 1995.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection An introduction to the kalman filter.University of North Carolina at Chapel Hill, Department of Computer Science, 7(1):1–16, 1995

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:59:52.591576Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:59:51.353812Z digest=sha256:867141782ecda439c376ba6df4ad07f3944e6075091d3f5a5b19145bd0369134

Observation b8965e62-46ce-4dbd-831d-185285e5d120 · outbound

This paper cites Student-t processes for bayesian deep learning.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Student-t processes for bayesian deep learning

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:59:52.501231Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:59:51.358564Z digest=sha256:1af1dedb603f407f55483e36a621a286c629fd4ffd31b9b251beafdcccebaa20

Observation 3db6dd4a-decd-4d74-9a9e-8b30c266bf87 · outbound

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

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Not only look, but also listen: Learning multimodal violence detection under weak supervision

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:59:52.477160Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:59:51.363313Z digest=sha256:2128a77cc421c964487cf55f3a588f0e2124080de0c4701f63e5d797138d82fb

Observation 6d1ac934-6668-4d55-9520-3d7b59889d20 · outbound

This paper cites Weakly supervised audio-visual violence detection.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Weakly supervised audio-visual violence detection

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:59:52.457331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:59:51.368690Z digest=sha256:e5dcf6bdea3b35d0e3db0b9f858fb01e7ec0e3ecf645678377e23f0460d6230d

Observation 0365dcd2-e4df-4828-aa2f-44a7efdd657e · outbound

This paper cites Open-vocabulary video anomaly detection.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Open-vocabulary video anomaly detection

Reference 68

Resolution
unresolved
no resolver link, observed 2026-08-16T00:59:51.373329Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:59:51.373329Z digest=sha256:56ddc868dac9d318e7c6b3097c9b5ae3cdac634f61e2ca90defc395a111cd5e0

Observation f125d059-3a65-4936-96a8-84d47391a91f · outbound

This paper cites Weakly supervised video anomaly detection and localization with spatio- temporal prompts.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Weakly supervised video anomaly detection and localization with spatio- temporal prompts

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:59:52.422530Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:59:51.377899Z digest=sha256:df7c149f7bf58a9e0cd87e4aaac22728c0da86c99891a447df22477cba74b1cc

Observation bf9329c8-4164-484f-8acd-52dbe908bb4a · outbound

This paper cites Vadclip: Adapting vision-language models for weakly supervised video anomaly detection.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Vadclip: Adapting vision-language models for weakly supervised video anomaly detection

Reference 70

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:59:52.405531Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:59:51.382745Z digest=sha256:e7d14ec92eb589194a10ab1504849d23d07d67a4fdcbed604a185c106f5ed452

Observation abdcde94-6a30-4c5b-8d4f-8af9427c8794 · outbound

This paper cites EventCLIP: Adapting CLIP for Event-based Object Recognition.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection EventCLIP: Adapting CLIP for Event-based Object Recognition

Reference 71

Resolution
unresolved
no resolver link, observed 2026-08-16T00:59:51.387962Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:59:51.387962Z digest=sha256:4b751e84cc0da10d21466434c9e1dffd67946ea33929f0c458fc20c29f3eaa23

Observation 69c9384f-ba9d-498c-88bc-09a8745a6e3c · outbound

This paper cites Multimodal learning with transformers: A survey.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Multimodal learning with transformers: A survey

Reference 72

Resolution
unresolved
no resolver link, observed 2026-08-16T00:59:51.393637Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:59:51.393637Z digest=sha256:3f6320cb4707f01156fe462ea5a3bf05d24b8c989dab96e71dda0b543c916550

Observation ee85bb26-e6bb-4c3b-96d0-e30f2662fadd · outbound

This paper cites Event camera data pre-training.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Event camera data pre-training

Reference 73

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:59:52.378273Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:59:51.398223Z digest=sha256:b8b617ce6728c08fa7380233014cb74f4ff356bd7ccd41c085b156e7851aca2a

Observation b5ea1cc1-60d4-4d59-8442-241dcf9230c0 · outbound

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

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection VERA: Explainable Video Anomaly Detection via Verbalized Learning of Vision-Language Models

Reference 74

Resolution
unresolved
no resolver link, observed 2026-08-16T00:59:51.403401Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:59:51.403401Z digest=sha256:69c2d13b6b34042823a356cd1e65a0ba0a3cfd25ebeb6ed1b87d1a071bf57271

Observation 4ae0cbf2-168f-45a3-8317-2c6382ab08d8 · outbound

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

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Harness- ing large language models for training-free video anomaly detection

Reference 75

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:59:52.320617Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:59:51.409044Z digest=sha256:9b16bb878ebacecd0f92de3070f92aa2dd7e56b63853c417d68c41817090b492

Observation 6f3cf1e8-48b9-45cf-8d5c-55ae3be4a4fe · outbound

This paper cites Holmes-VAU: Towards Long-term Video Anomaly Understanding at Any Granularity.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Holmes-VAU: Towards Long-term Video Anomaly Understanding at Any Granularity

Reference 76

Resolution
unresolved
no resolver link, observed 2026-08-16T00:59:51.413560Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:59:51.413560Z digest=sha256:9211f0d26bdd0b85045704c644791f1e108876546ecf1821c466aed01633cd45

Observation 07148c3b-e4cb-4f88-9926-925f3aa97674 · outbound

This paper cites Event-based vision: A survey.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Event-based vision: A survey

Reference 77

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:59:52.229629Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:59:51.419369Z digest=sha256:2fece88ecee82d30f70bd30ac498c9ef2955049beea1ce4a934be66e66b16d40

Observation c211819f-7d21-4fb2-af73-e20becea389f · outbound

This paper cites MM-REACT: Prompting ChatGPT for Multimodal Reasoning and Action.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection MM-REACT: Prompting ChatGPT for Multimodal Reasoning and Action

Reference 78

Resolution
unresolved
no resolver link, observed 2026-08-16T00:59:51.424778Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:59:51.424778Z digest=sha256:3707704b6f7eb4b1367f24646d59d87a7a8210c76296eef461876a71e9258f3c

Observation d3ce162d-53f1-407a-9840-da164c299d3e · outbound

This paper cites Deep Learning for Event-based Vision: A Comprehensive Survey and Benchmarks.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Deep Learning for Event-based Vision: A Comprehensive Survey and Benchmarks

Reference 79

Resolution
unresolved
no resolver link, observed 2026-08-16T00:59:51.429796Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:59:51.429796Z digest=sha256:bfac48948bd3b5199ae1c0b03eb655ba04c27bed554f13ba21a26026eb85ecf5

Observation f16e67c7-fd2f-47f7-9037-3de0d052a2ca · outbound

This paper cites Gtad: A semi-supervised learning framework for temporal anomaly detection in surveillance videos.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Gtad: A semi-supervised learning framework for temporal anomaly detection in surveillance videos

Reference 80

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:59:52.166704Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:59:51.436124Z digest=sha256:b70011365966bf4efc0fd344ec58ad187094b95944ae92944b4b41d0b050a800

Observation e5d6a689-e8fb-426e-bf40-7b9339dd8230 · outbound

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

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Dual memory units with uncertainty regulation for weakly supervised video anomaly detection

Reference 81

Resolution
unresolved
no resolver link, observed 2026-08-16T00:59:51.441628Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:59:51.441628Z digest=sha256:001354679e91486008b1bdcfde86800b933561587fdc2353edc3128fce8042dd

Observation c5893a05-a252-46f5-9bcb-b0a8975325ad · outbound

This paper cites Eventbind: Learning a unified repre- sentation to bind them all for event-based open-world understanding.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Eventbind: Learning a unified repre- sentation to bind them all for event-based open-world understanding

Reference 82

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:59:52.135161Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:59:51.447874Z digest=sha256:7255b764547526b4464a1c5215b4eadf6a6d606130c85fabbaa300804c812ae4

Observation 340ac21e-855f-4a85-8424-fda04c9b0841 · outbound

This paper cites Anomalynet: An anomaly detection network for video surveillance.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Anomalynet: An anomaly detection network for video surveillance

Reference 83

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:59:52.118320Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:59:51.454311Z digest=sha256:3a5724d12e3c2e4cf25f3c7996ccdb0e8daec771f039a01a2a28bc0fbb2dbc54

Observation cb151c7d-28bb-4058-aac1-5243b9684712 · outbound

This paper cites The multivehicle stereo event camera dataset: An event camera dataset for 3d perception.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection The multivehicle stereo event camera dataset: An event camera dataset for 3d perception

Reference 84

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:59:52.101914Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:59:51.459519Z digest=sha256:02c7e3feaf8547651433b2d83b52b623e42a01c7129bd0aa4aefa7b22e530c58

Observation fab8f0ee-5042-48ad-9208-63e77337a909 · outbound

This paper cites A variational bayesian approach to robust sensor fusion based on student-t distribution.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection A variational bayesian approach to robust sensor fusion based on student-t distribution

Reference 85

Resolution
unresolved
no resolver link, observed 2026-08-16T00:59:51.466232Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:59:51.466232Z digest=sha256:7dc31c813e8913dde4f15abddbf6e6a4510f1d3b143c5f6979ce1d94884287df

Observation 99f693be-e06a-4769-9909-dafc35e6dc49 · outbound

This paper cites Advancing video anomaly detection: A concise review and a new dataset.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Advancing video anomaly detection: A concise review and a new dataset

Reference 86

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:59:52.073087Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:59:51.472066Z digest=sha256:5f99d122db28a2feb878ea022fc1926d5b0f72399746b75fac740de6b1e0221e

Observation 4b8ee675-dfc8-49e7-82c8-701e21427332 · outbound

This paper cites Self-Supervised Multimodal Learning: A Survey.

Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection Self-Supervised Multimodal Learning: A Survey

Reference 87

Resolution
unresolved
no resolver link, observed 2026-08-16T00:59:51.477101Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:59:51.477101Z digest=sha256:0f592bd3b1b6f82933ab0dc36381037e9b687d8820d9eba127e38f07586d9bf7

Pith citing papers

Observation 1ab0dc88-9172-430a-b3f3-66b4553ec401 · inbound

Privacy-Aware Video Anomaly Detection through Orthogonal Subspace Projection cites this paper.

Privacy-Aware Video Anomaly Detection through Orthogonal Subspace Projection Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection

Reference 46

Resolution
verified exact
arxiv_id, observed 2026-05-12T07:42:06.496671Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-05-12T02:16:34.307559Z digest=sha256:22793d5681ad2ef8bde351b979ce52e8ac5b9af0282890076f7f2a477e266ef2