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Paper Citation Record · LEDGER

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models

As of 10 August 2026, this Paper Citation Record lists 73 of 73 outbound references and 0 inbound Pith citation observations for arXiv:2506.12992.

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

pith.paper-citation-record.v1
2506.12992 v1

Coverage vector

measured 73 of 73 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T00:41:52.356831Z

measured 73 of 73 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+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

73 of 73 outbound references displayed

  • verified exact2
  • verified fuzzy38
  • unresolved31
  • parse uncertain1
  • malformed identifier1
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c65ee355-440d-4d1c-9031-a7f7d50b199b · outbound

This paper cites GPT-4 Technical Report.

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models GPT-4 Technical Report

Reference 1

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Observation d602e8ab-670f-4151-a87b-662bcd969a2d · outbound

This paper cites Flamingo: a visual language model for few-shot learning.Advances in neural information processing systems, 35:23716–23736,.

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models Flamingo: a visual language model for few-shot learning.Advances in neural information processing systems, 35:23716–23736,

Reference 2

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Observation 86f93241-a0b7-49b7-894a-fe9568c1cff0 · outbound

This paper cites Real-time video anomaly detection for smart surveillance.IET Image Processing, 17(5):1375–1388,.

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models Real-time video anomaly detection for smart surveillance.IET Image Processing, 17(5):1375–1388,

Reference 3

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 3e2cfba2-60c3-4a1e-82bb-1724a5c94aa8 · outbound

This paper cites Claude 3.5 sonnet, 2024.

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models Claude 3.5 sonnet, 2024

Reference 4

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T00:41:51.211378Z digest=sha256:c9e1c7a052335603cb6d43aace64aaba9c37f71f9a90e2b1028aaff7caa583e4

Observation cfb3e1aa-db72-4f18-ab64-1199bdb51bf7 · outbound

This paper cites Activity and anomaly detec- tion in smart home: A survey.Next generation sensors and systems, pages 191–220, 2015.

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models Activity and anomaly detec- tion in smart home: A survey.Next generation sensors and systems, pages 191–220, 2015

Reference 5

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T00:41:51.215330Z digest=sha256:108c79602def6d8e5c75059e94bdd93142fc525d3160ab434cb8461d8714b512

Observation 771dbe9f-de6c-4170-94d2-b41cd4d735ec · outbound

This paper cites LLM meets Vision-Language Models for Zero-Shot One-Class Classification.

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models LLM meets Vision-Language Models for Zero-Shot One-Class Classification

Reference 6

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T00:41:51.219612Z digest=sha256:bcbc48fa3c1a2af24c2b8a74fb8db6e8730e7421497d5646c4a9413cbb409ef0

Observation 7eced5c7-2dfc-4b47-bbc4-93255ade7187 · outbound

This paper cites VANE-Bench: Video Anomaly Evaluation Benchmark for Conversational LMMs.

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models VANE-Bench: Video Anomaly Evaluation Benchmark for Conversational LMMs

Reference 7

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:41:51.223748Z digest=sha256:0514a46e4e6b74f99bff7b655b70d621b3f3e9b9057035019200e3d95ce1d261

Observation b60ce25e-177a-4860-957c-b1ab4762e49b · outbound

This paper cites Meva: A large-scale multiview, multimodal video dataset for activity detection.

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models Meva: A large-scale multiview, multimodal video dataset for activity detection

Reference 8

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T00:41:51.229402Z digest=sha256:f9e1a1021daa51c04be0768b54dd043fa55172f7353030d9468018afbe7bbc29

Observation a85bdad4-9691-4f34-8498-df1edcd1699c · outbound

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

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models PaLM-E: An Embodied Multimodal Language Model

Reference 9

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:41:51.233175Z digest=sha256:87635f3b5e648757ae6f9f7267fe78cff03bc8d49084c9b913a20b19d65c729a

Observation ddded8a2-e735-4c72-866b-f1b0b8589133 · outbound

This paper cites Video-MME: The First-Ever Comprehensive Evaluation Benchmark of Multi-modal LLMs in Video Analysis.

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models Video-MME: The First-Ever Comprehensive Evaluation Benchmark of Multi-modal LLMs in Video Analysis

Reference 10

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:41:51.238033Z digest=sha256:0917d9ead018791304f4c5de7e3ae41a61b997bc9e4d32f67d08d34f0a8b1049

Observation 6005372d-82df-4fb2-a56e-9a674303dff7 · outbound

This paper cites Memorizing normality to detect anomaly: Memory-augmented deep autoencoder for unsupervised anomaly detection.

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models Memorizing normality to detect anomaly: Memory-augmented deep autoencoder for unsupervised anomaly detection

Reference 11

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Observation 04fe632d-1c7c-4f75-8621-cd234d94a7a3 · outbound

This paper cites Learning temporal reg- ularity in video sequences.

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models Learning temporal reg- ularity in video sequences

Reference 12

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T00:41:51.247050Z digest=sha256:cbefc9fdc155084b1b6c5fcc6f817ad0723b8ac575fd1b97aa544e17ca076c0b

Observation 2d63a38c-1f9f-46d1-81b3-486b31254e39 · outbound

This paper cites GPT-4o System Card.

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models GPT-4o System Card

Reference 13

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source=pdf_text observed=2026-08-07T00:41:51.251699Z digest=sha256:b928b3ed133f18d7efc0e7a2a28bbfeeb7d6d73d5082d177af00990e260e728a

Observation 45db551d-7a63-4765-a360-9c5e1771aa46 · outbound

This paper cites Llama Guard: LLM-based Input-Output Safeguard for Human-AI Conversations.

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models Llama Guard: LLM-based Input-Output Safeguard for Human-AI Conversations

Reference 14

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T00:41:51.256225Z digest=sha256:cafe4d00a528548c6b359c372693bda0e31f94d1fb67a8e14b7a518ec604567d

Observation 6c0b10bb-0de1-4575-9f55-e63369a34c2d · outbound

This paper cites Object-centric auto-encoders and dummy anomalies for abnormal event detection in video.

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models Object-centric auto-encoders and dummy anomalies for abnormal event detection in video

Reference 15

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T00:41:51.261744Z digest=sha256:65da145e9cadcd4e24a2f35c5b8468fcf6fed56f2140c931ed1e09214b6dc28d

Observation 543f2553-48dd-4eda-9e25-1d835b3fc128 · outbound

This paper cites Dog behavior recognition based on multimodal data from a camera and wearable de- vice.Applied sciences, 12(6):3199, 2022.

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models Dog behavior recognition based on multimodal data from a camera and wearable de- vice.Applied sciences, 12(6):3199, 2022

Reference 16

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T00:41:51.265388Z digest=sha256:8a817f9e9b73b6a82124af1c122753e01816ca340838e945399e71815d273203

Observation ea293c83-221f-4098-9eba-59fd8f746e4d · outbound

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

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models Blip-2: Bootstrapping language-image pre-training with frozen image encoders and large language models

Reference 17

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Source-reported events for the cited work

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Observation 382a5726-de98-4256-b7eb-0cd9cc1efef9 · outbound

This paper cites VideoChat: Chat-Centric Video Understanding.

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models VideoChat: Chat-Centric Video Understanding

Reference 18

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source=pdf_text observed=2026-08-07T00:41:51.274375Z digest=sha256:f757f35c64fa96e481f334199943eb475b3610ed57137e693aa071453573aff9

Observation 511bb7cd-5077-4a51-91b6-0918c12a7f58 · outbound

This paper cites Mvbench: A comprehensive multi-modal video understand- ing benchmark.

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models Mvbench: A comprehensive multi-modal video understand- ing benchmark

Reference 19

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Observation 88ab1419-1b97-4bff-a752-b6ab16926e90 · outbound

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

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models Self-training multi- sequence learning with transformer for weakly supervised video anomaly detection

Reference 20

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T00:41:51.282573Z digest=sha256:f54778f23356784ac4ea3c988d8ef4f09f50828e886b8b2bcbe6dc4ba65a6bd9

Observation 0d21c970-7e54-4191-94ca-0760e2281ac5 · outbound

This paper cites Anomaly detection and localization in crowded scenes.IEEE transactions on pattern analysis and machine intelligence, 36(1):18–32, 2013.

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models Anomaly detection and localization in crowded scenes.IEEE transactions on pattern analysis and machine intelligence, 36(1):18–32, 2013

Reference 21

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Observation fd3247c8-5278-4a34-86de-a9e8723a234c · outbound

This paper cites VideoVista: A Versatile Benchmark for Video Understanding and Reasoning.

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models VideoVista: A Versatile Benchmark for Video Understanding and Reasoning

Reference 22

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Unavailable: canonical work link unavailable.

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Observation b8e42c42-c84c-4dcf-acb5-b858f83149f2 · outbound

This paper cites Vila: On pre-training for vi- sual language models.

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models Vila: On pre-training for vi- sual language models

Reference 23

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T00:41:51.295830Z digest=sha256:4880f7d916fd65e3b66dabea0181892d71403df01d5d67ccc1cf5dd3aa04720c

Observation 976d6078-4f26-4bd7-9a6b-ddf337aa4e9e · outbound

This paper cites Privacy-preserving video fall detection using visual shielding information.The Visual Computer, 37(2):359–370, 2021.

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models Privacy-preserving video fall detection using visual shielding information.The Visual Computer, 37(2):359–370, 2021

Reference 24

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation a74374d7-d9a7-4620-b3d9-b30dfa6a31b9 · outbound

This paper cites Fu- ture frame prediction for anomaly detection–a new baseline.

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models Fu- ture frame prediction for anomaly detection–a new baseline

Reference 25

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Source-reported events for the cited work

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Observation 027165cd-8756-4ea9-ad86-80f1d575d09e · outbound

This paper cites TempCompass: Do Video LLMs Really Understand Videos?.

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models TempCompass: Do Video LLMs Really Understand Videos?

Reference 26

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Observation 5fe4d144-4107-4515-9cfb-a3768274e64d · outbound

This paper cites Abnormal event detec- tion at 150 fps in matlab.

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models Abnormal event detec- tion at 150 fps in matlab

Reference 27

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Observation 10896c31-8b20-4635-a97b-4456507cc1fb · outbound

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

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models Video Anomaly Detection and Explanation via Large Language Models

Reference 28

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:41:51.315197Z digest=sha256:104f9e824004104e1ad4aec70b2314db1b33580a0d634de19b8b2c1d69cd0491

Observation 5f18185c-bafb-462d-a7f6-a7e5424b844f · outbound

This paper cites Learning normal dynamics in videos with meta prototype network.

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models Learning normal dynamics in videos with meta prototype network

Reference 29

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raw_fallback, observed 2026-08-07T00:42:00.807819Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T00:41:51.319818Z digest=sha256:ae8b025e24250be23ecf9b9c7ae823da6b3f484a1d2deb92899368fee113e1b0

Observation bfe99dac-ccfb-47fe-97b2-9c424d8ac1e9 · outbound

This paper cites Video-ChatGPT: Towards Detailed Video Understanding via Large Vision and Language Models.

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models Video-ChatGPT: Towards Detailed Video Understanding via Large Vision and Language Models

Reference 30

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Observation c9573118-c9f0-4b3b-9d90-a073c417cab2 · outbound

This paper cites Graph embedded pose clustering for anomaly detection.

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models Graph embedded pose clustering for anomaly detection

Reference 31

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Unavailable: canonical work link unavailable.

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Observation b9eb9251-4850-448e-8e1b-61e65211bc9d · outbound

This paper cites Using an llm to help with code understanding.

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models Using an llm to help with code understanding

Reference 32

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T00:41:51.332269Z digest=sha256:728eae10d32ff424c0466739d9f840f470c1dded6a3ceb91c8a0a73f48737f78

Observation 86cd455a-6607-494e-9da2-5e7fd03a58c5 · outbound

This paper cites A comprehensive review on deep learning-based methods for video anomaly detection.Image and Vision Computing, 106:104078, 2021.

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models A comprehensive review on deep learning-based methods for video anomaly detection.Image and Vision Computing, 106:104078, 2021

Reference 33

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T00:41:51.337254Z digest=sha256:bbde45eb4251df318d0adc4fcbee3adab5bd8cb4345ea701d791bb846bea9cdd

Observation f52ac5a3-7ae7-4c41-8f97-634372675c0f · outbound

This paper cites Callm: Cas- cading autoencoder and large language model for video anomaly detection.

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models Callm: Cas- cading autoencoder and large language model for video anomaly detection

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:42:00.590382Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T00:41:51.341914Z digest=sha256:defabf1361f6303ad424c7b385a51ee27d796144d875f67e21d28f6cb9a23782

Observation 13a3ffa2-3b6c-4f36-b8f3-acedc7a8a4d0 · outbound

This paper cites Evaluating the impact of hallucinations on user trust and satisfaction in llm-based systems, 2024.

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models Evaluating the impact of hallucinations on user trust and satisfaction in llm-based systems, 2024

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:42:00.453137Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T00:41:51.346341Z digest=sha256:a1905b472353642651ef55508470f981a8a20514124143085b71947784ef5bce

Observation 50aabe3c-6f67-4790-b5d5-c48208fdb0de · outbound

This paper cites Gpt-4o-mini: Advancing cost-efficient intelligence,.

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models Gpt-4o-mini: Advancing cost-efficient intelligence,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:42:00.325683Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T00:41:51.351094Z digest=sha256:9a12ca47aee36f7173e382c71138f34a5feaf2056606fe3bfe6c7f2f87b733e2

Observation ac5fb0c6-1655-49cb-9a42-bbc9b7f9b23a · outbound

This paper cites Smart home anti-theft system: a novel approach for near real-time mon- itoring and smart home security for wellness protocol.Ap- plied System Innovation, 1(4):42, 2018.

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models Smart home anti-theft system: a novel approach for near real-time mon- itoring and smart home security for wellness protocol.Ap- plied System Innovation, 1(4):42, 2018

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:42:00.084973Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T00:41:51.360243Z digest=sha256:1aa1c36bb5ef5c29ddc87e6f9a0f3cf5ed9ebb74cbfe6eb85fbdbb9683f60a6c

Observation 65a11b67-d248-4ce7-85c5-badb3c849c01 · outbound

This paper cites Deep video anomaly detection: Opportunities and challenges.

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models Deep video anomaly detection: Opportunities and challenges

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:41:59.954301Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T00:41:51.364192Z digest=sha256:951153659c84c2120a5f0cf38841f03bc0e90675925cf9d0448b775ea2114e7d

Observation 43897baf-53d4-423e-ac90-cb8343d0548c · outbound

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

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models Real-world anomaly detection in surveillance videos

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:41:59.821553Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T00:41:51.368247Z digest=sha256:1bc71d3c1c3fb58760fff5db2aeffea44c1fb454faf3d6ddf38b43c77459184b

Observation f459c574-f304-45f5-81df-4a778ec43145 · outbound

This paper cites Abnormal event de- tection for video surveillance using deep one-class learning.

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models Abnormal event de- tection for video surveillance using deep one-class learning

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:41:59.709464Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T00:41:51.372364Z digest=sha256:992cae0fd28d055374c67783dbcc6a0dfb2ee97c5775372945f9a6d3bbd7dde2

Observation 30d3ea0c-c078-4b19-ab81-abd53040d7a9 · outbound

This paper cites Gemini: A Family of Highly Capable Multimodal Models.

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models Gemini: A Family of Highly Capable Multimodal Models

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-07T00:41:51.375903Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:41:51.375903Z digest=sha256:0aca9b20b6ac96c8f4c5987e85900e8808b6add1260f181626e08132ade9d8f0

Observation 1f5179f0-797f-43ac-b1e1-efa6b412739f · outbound

This paper cites Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context.

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-07T00:41:51.381498Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:41:51.381498Z digest=sha256:2589a25df716d0a8d7b7a66790ffe8b513c7c9c15ce1babc3e64df9b3925bc89

Observation 06705239-cf38-4902-9006-f8f0d690618c · outbound

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

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models Weakly-supervised video anomaly detection with robust temporal feature magni- tude learning

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:41:59.540478Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T00:41:51.391982Z digest=sha256:6119f9733c2c72f816524db0f18e3c6b399b1ac999933e426ba6e08e7ae8d66f

Observation a802b030-74fc-472f-a355-25d5415bc030 · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large lan- guage models.Advances in neural information processing systems, 35:24824–24837, 2022.

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models Chain-of-thought prompting elicits reasoning in large lan- guage models.Advances in neural information processing systems, 35:24824–24837, 2022

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:41:59.373107Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T00:41:51.403665Z digest=sha256:68a0d1a31b74ac4846e75240450836c6d1b708d96a2f6606815e98543e168165

Observation b099c512-3b5f-488d-b69c-d34727d11f78 · outbound

This paper cites Fall recovery sub- activity recognition with rgb-d cameras.IEEE transactions on industrial informatics, 12(6):2312–2320, 2016.

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models Fall recovery sub- activity recognition with rgb-d cameras.IEEE transactions on industrial informatics, 12(6):2312–2320, 2016

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:41:59.244637Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T00:41:51.418804Z digest=sha256:04a3bc83746e87d2d863117a5068956ed6036d375eebd77c3c888a716ac34861

Observation 5e221e2f-d988-4d38-bc89-e1c02fa2e366 · outbound

This paper cites Learning causal temporal relation and feature discrimination for anomaly detection.IEEE Transac- tions on Image Processing, 30:3513–3527, 2021.

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models Learning causal temporal relation and feature discrimination for anomaly detection.IEEE Transac- tions on Image Processing, 30:3513–3527, 2021

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:41:59.076083Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T00:41:51.434382Z digest=sha256:298b47349977f8ec710ce2ae57f808866e2063cb097cbd8b8f7e2555e07d71d0

Observation d0b35290-a391-4097-87a6-84ed925345ad · outbound

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

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models Not only look, but also listen: Learning multimodal violence detection under weak supervision

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:41:58.944178Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T00:41:51.449161Z digest=sha256:ac87dc7d1783ed96aec48610810bf4336332c1b936c5135395a9b934f024c8f1

Observation 6527c149-7c4f-4125-8976-45115776b43e · outbound

This paper cites Ai chains: Transparent and controllable human-ai interaction by chaining large language model prompts.

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models Ai chains: Transparent and controllable human-ai interaction by chaining large language model prompts

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:41:58.814417Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T00:41:51.459173Z digest=sha256:7809f53e4ce7e6da7922cb4af68932f523635eae28bf15e5cc1c56a2b00a8613

Observation be24a536-253e-40c7-96a5-b241fec4f9d9 · outbound

This paper cites Next-qa: Next phase of question-answering to explaining temporal actions.

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models Next-qa: Next phase of question-answering to explaining temporal actions

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-07T00:41:51.470996Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:41:51.470996Z digest=sha256:5d28f98b5346d76c888fd76791d163b7af7adfaa0356f84d031af91761b06f5a

Observation 48e17370-e0a5-410b-898a-a55c5ece6b1c · outbound

This paper cites Customizing Visual-Language Foundation Models for Multi-modal Anomaly Detection and Reasoning.

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models Customizing Visual-Language Foundation Models for Multi-modal Anomaly Detection and Reasoning

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-07T00:41:51.482974Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:41:51.482974Z digest=sha256:2b42ed3fa15255383323f6402c8f9f7d2bf9fac67e2cfed85a122e4e40534428

Observation 3494bb4d-1ede-4a53-9921-4c61f5e7a0a8 · outbound

This paper cites To- wards a data-driven adaptive anomaly detection system for human activity.Pattern Recognition Letters, 145:200–207,.

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models To- wards a data-driven adaptive anomaly detection system for human activity.Pattern Recognition Letters, 145:200–207,

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:41:58.679623Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T00:41:51.494475Z digest=sha256:5ac1a8d165a2888d41eea5f6c9a656671ac9bf0b81aa90ac8a0623dae89e9e44

Observation 67d3f5a1-00a3-499b-a09b-6116fd346b11 · outbound

This paper cites Anomaly detection in smart home operation from user behaviors and home conditions.

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models Anomaly detection in smart home operation from user behaviors and home conditions

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:41:58.505248Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T00:41:51.510784Z digest=sha256:fec9ea44aec8cc799885c524d7a742ffffd8704e5f79e2fcf52d3ef94d1fbfd7

Observation 997e33c2-519b-4291-8c22-d4aade57a666 · outbound

This paper cites Follow the Rules: Reasoning for Video Anomaly Detection with Large Language Models.

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models Follow the Rules: Reasoning for Video Anomaly Detection with Large Language Models

Reference 53

Resolution
verified exact
local_arxiv, observed 2026-08-07T00:41:52.775995Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T00:41:51.522641Z digest=sha256:be44a1b9171b8b56d9519af4256a4f3a16885dabaa83d25d1bc6310d1f806404

Observation 520900e3-a466-4aae-bf1a-963cc9b53a3e · outbound

This paper cites Generative cooperative learning for unsupervised video anomaly detection.

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models Generative cooperative learning for unsupervised video anomaly detection

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:41:58.317228Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T00:41:51.533895Z digest=sha256:cbd00ea275d47b12856555540fbe665c1765248b285b6625556546e8ee34289e

Observation 6b665dbb-87e7-4bbe-90eb-4b16c23bb031 · outbound

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

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models Harnessing large language mod- els for training-free video anomaly detection

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:41:58.152370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T00:41:51.545598Z digest=sha256:654f11f96e743a4f0b725365be11c0035ca3e05ef9fb681a6c5aae6851f008a6

Observation e046dd30-bafc-4b9f-8f5d-4ae7b05afcf8 · outbound

This paper cites Holmes-VAD: Towards Unbiased and Explainable Video Anomaly Detection via Multi-modal LLM.

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models Holmes-VAD: Towards Unbiased and Explainable Video Anomaly Detection via Multi-modal LLM

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-07T00:41:51.558145Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:41:51.558145Z digest=sha256:6980c46383e753c5bd08841635ee7e5994886270b99cecced22d1c94e500c56d

Observation 675664cc-7331-494d-b709-735c915dc5c1 · outbound

This paper cites Isee smart home (ish): Smart video analysis for home security.Neu- rocomputing, 149:752–766, 2015.

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models Isee smart home (ish): Smart video analysis for home security.Neu- rocomputing, 149:752–766, 2015

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:41:57.561638Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T00:41:51.568507Z digest=sha256:cd0045ea15c4eec89a782e2e0347073fcb8478757298db47c5d71fc6bd8f3d9e

Observation b385fca3-5e29-49c3-905b-cce95c6f2915 · outbound

This paper cites normality.

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models normality

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:41:55.803721Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T00:41:51.579502Z digest=sha256:095dd84be60447829bd4148c57f1e6855b0fc2924a2357657ca71ac2679ce92d

Observation 5feb0905-6ea7-480e-b958-359ac2433f25 · outbound

This paper cites video_description.

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models video_description

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:41:55.236630Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T00:41:51.591398Z digest=sha256:083e9ab54fabc2a0d19bb46907196db76a9affa816ebb9286f4bfe0aff7f9a46

Observation c0200142-5190-4452-935e-aa0d56e51db1 · outbound

This paper cites video_description.

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models video_description

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:41:55.089346Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T00:41:51.604701Z digest=sha256:d2d61ee0f00de95d2aa7d8a3f2690d3737070a90430f75fa293138051770538f

Observation 4bf6ec25-903d-4da1-a74f-11910134217f · outbound

This paper cites video_description.

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models video_description

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:41:54.931508Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T00:41:51.620887Z digest=sha256:5b59e0e6ccdd8a5924cf5bb14bc7b1d73e1a994a31ed619e484cd20d835ecb65

Observation d31330f5-3422-47f3-a87e-70d15fab01ad · outbound

This paper cites o Scheduled package deliveries or pickups without interference.

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models o Scheduled package deliveries or pickups without interference

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:41:54.781210Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T00:41:51.630160Z digest=sha256:6bcd1f6dc3bdb3584c51f2940e38f86d8285a8ac040e2a678579f315692940d4

Observation cbbd08f5-742a-41be-bf59-185695e9399a · outbound

This paper cites video_description.

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models video_description

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:41:54.600137Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T00:41:51.641773Z digest=sha256:7e596ffa11953d894f4bdbfae8ba4281b4ca04a1599d7f1b0a0c3e6b548afe84

Observation 82e9a502-a666-42b2-a494-e90ace1ca72c · outbound

This paper cites an unresolved cited work.

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models Unresolved cited work

Reference 65

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:41:54.398997Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T00:41:51.653561Z digest=sha256:f625705ac9203d961ebe0c32980e6202e1d594199ff2cec738c0965e318e2e83

Observation 105587c7-3ae0-438c-98b4-6af6bfe1d275 · outbound

This paper cites Pets seen outdoors without their owner, which could suggest escape or abandonment.

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models Pets seen outdoors without their owner, which could suggest escape or abandonment

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:41:54.251490Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T00:41:51.721369Z digest=sha256:0a21129c5d1250641eee1be7c272e740cdefd88b64840724f408f223c776e57b

Observation c82f10a8-afaa-4306-8f39-540a469ccfaa · outbound

This paper cites an unresolved cited work.

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models Unresolved cited work

Reference 68

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:41:53.928777Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T00:41:51.851797Z digest=sha256:5296a36f19c6c44c4d57721d8de4b7c77c3a064870a919db97e435bed8e196a0

Observation 56b33ec5-d884-4aa1-9f46-6d446f063920 · outbound

This paper cites an unresolved cited work.

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models Unresolved cited work

Reference 69

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:41:53.736954Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T00:41:51.913792Z digest=sha256:ac4bf7e2d7fc2b0bb08395fd8bbbeef33cf2bdf60d73707438272cbcd1f7da2f

Observation 34596056-31a4-43c1-9e8e-b3baec4c40b7 · outbound

This paper cites Option" : [.

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models Option" : [

Reference 70

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:41:53.576576Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T00:41:52.006643Z digest=sha256:4e60e556fc46c494719533e9a0a4182a7050a1633b947d82c1f1be69ff7cd5c8

Observation 5f7660db-153c-497a-ab03-dd30a6e3b4c5 · outbound

This paper cites an unresolved cited work.

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models Unresolved cited work

Reference 71

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:41:54.056589Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T00:41:52.068973Z digest=sha256:402d0b1a0aa4516971c792eee47e48c8ac94cd30ac45cf41bc3f5acffa64d3d6

Observation 5cbf1ff2-0784-4592-b3b1-253eceae9a95 · outbound

This paper cites an unresolved cited work.

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models Unresolved cited work

Reference 72

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:41:53.391200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T00:41:52.170129Z digest=sha256:fdebb56ba2b5d2a52600f82058ee73b36b7c6b7a97146860f7dafea87dfb76de

Observation 31db43ae-9725-478b-bb77-9343bd5e002d · outbound

This paper cites an unresolved cited work.

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models Unresolved cited work

Reference 73

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:41:53.225859Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T00:41:52.260503Z digest=sha256:9e3d5cb8944ca08d5fe4dea3e0c5963509decfb38a8736a74df5a5e046cdd245

Observation 144df043-a652-499f-9407-6c7311a9d942 · outbound

This paper cites Option" : [.

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models Option" : [

Reference 74

Resolution
malformed identifier
raw_fallback, observed 2026-08-07T00:41:52.598340Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T00:41:52.356831Z digest=sha256:a6cd8f82c06cf96f804d715fd20903b9ccf310d118200b2fcb5539934d4516a0

Observation b47679a7-f42f-4477-9a95-2e3bf28a769a · outbound

This paper cites an unresolved cited work.

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models Unresolved cited work

Reference 2024

Resolution
parse uncertain
raw_fallback, observed 2026-08-07T00:42:00.202965Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T00:41:51.356257Z digest=sha256:7ef37f633fca382282dba44f719acf457cc7923a6d8362280cd1f24ce78a597e

Pith citing papers

No inbound Pith citation observations are available.