Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T00:41:52.356831Z
Paper Citation Record · LEDGER
SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models
As of 7 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.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
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
- metadata mismatch0
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
- 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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+00:00.
Observation b385fca3-5e29-49c3-905b-cce95c6f2915 · outbound
This paper cites 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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+00:00.
Observation 34596056-31a4-43c1-9e8e-b3baec4c40b7 · outbound
This paper cites 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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+00:00.
Observation 144df043-a652-499f-9407-6c7311a9d942 · outbound
This paper cites 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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+00:00.
Pith citing papers
No inbound Pith citation observations are available.