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

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

Resolution: unresolved; no resolver link, observed 2026-08-07T00:41:51.198200Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: unresolved; no resolver link, observed 2026-08-07T00:41:51.202802Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:42:03.537626Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:42:03.239961Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:42:02.903399Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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

Resolution: verified exact; local_arxiv, observed 2026-08-07T00:41:53.064551Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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

Resolution: unresolved; no resolver link, observed 2026-08-07T00:41:51.223748Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:42:02.553464Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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

Resolution: unresolved; no resolver link, observed 2026-08-07T00:41:51.233175Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: unresolved; no resolver link, observed 2026-08-07T00:41:51.238033Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: unresolved; no resolver link, observed 2026-08-07T00:41:51.242869Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:42:02.236544Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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

Resolution: unresolved; no resolver link, observed 2026-08-07T00:41:51.251699Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: unresolved; no resolver link, observed 2026-08-07T00:41:51.256225Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:42:01.939423Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:42:01.663783Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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

Resolution: unresolved; no resolver link, observed 2026-08-07T00:41:51.269716Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: unresolved; no resolver link, observed 2026-08-07T00:41:51.274375Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: unresolved; no resolver link, observed 2026-08-07T00:41:51.278561Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:42:01.341891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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

Resolution: unresolved; no resolver link, observed 2026-08-07T00:41:51.286220Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: unresolved; no resolver link, observed 2026-08-07T00:41:51.290582Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:42:01.186594Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:42:00.976460Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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

Resolution: unresolved; no resolver link, observed 2026-08-07T00:41:51.303272Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: unresolved; no resolver link, observed 2026-08-07T00:41:51.306675Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: unresolved; no resolver link, observed 2026-08-07T00:41:51.311239Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: unresolved; no resolver link, observed 2026-08-07T00:41:51.315197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: verified fuzzy; 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 2026-08-08T06:32:00.761636+00:00.

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

Resolution: unresolved; no resolver link, observed 2026-08-07T00:41:51.323429Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: unresolved; no resolver link, observed 2026-08-07T00:41:51.327831Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: unresolved; no resolver link, observed 2026-08-07T00:41:51.332269Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:42:00.694436Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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.

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.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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.

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.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

Coverage vector

Reference resolution

Outbound references

Pith citing papers