Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-23T00:39:20.960311Z
Paper Citation Record · LEDGER
Chameleon: Benchmarking Detection and Backtracking on Commercial-Grade AI-Generated Videos
As of 12 August 2026, this Paper Citation Record lists 46 of 46 outbound references and 0 inbound Pith citation observations for arXiv:2503.06624.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
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Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+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
46 of 46 outbound references displayed
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External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 154c86c1-7733-4092-a612-2d972d2383f5 · outbound
This paper cites Innovative ai solutions for pneumonia detection: Exploring densenet-161 in medi- cal imaging.
Chameleon: Benchmarking Detection and Backtracking on Commercial-Grade AI-Generated Videos Innovative ai solutions for pneumonia detection: Exploring densenet-161 in medi- cal imaging
Reference 1
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Source-reported events for the cited work
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Observation 3cebab96-939e-4dd2-b833-317bf700add5 · outbound
This paper cites Detecting ai content in responses generated by chatgpt, youchat, and chatsonic: The case of five ai content detection tools.
Chameleon: Benchmarking Detection and Backtracking on Commercial-Grade AI-Generated Videos Detecting ai content in responses generated by chatgpt, youchat, and chatsonic: The case of five ai content detection tools
Reference 2
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Source-reported events for the cited work
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Observation 86acb558-83da-41ae-9394-e69af15b3f73 · outbound
This paper cites Fakecatcher: Detection of synthetic portrait videos using biological sig- nals.
Chameleon: Benchmarking Detection and Backtracking on Commercial-Grade AI-Generated Videos Fakecatcher: Detection of synthetic portrait videos using biological sig- nals
Reference 3
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Observation 7a84d8f6-4832-4154-8d7e-fd2d1e6b76e5 · outbound
This paper cites Raising the bar of ai-generated image detection with CLIP.
Chameleon: Benchmarking Detection and Backtracking on Commercial-Grade AI-Generated Videos Raising the bar of ai-generated image detection with CLIP
Reference 4
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Source-reported events for the cited work
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Observation fb34986f-8b61-4cbe-8889-76dca6594ba6 · outbound
This paper cites The Deepfake Detection Challenge (DFDC) Preview Dataset.
Chameleon: Benchmarking Detection and Backtracking on Commercial-Grade AI-Generated Videos The Deepfake Detection Challenge (DFDC) Preview Dataset
Reference 5
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 9039e524-8dc3-474e-8245-8ea06bac8481 · outbound
This paper cites Enabling ai- generated content services in wireless edge networks.
Chameleon: Benchmarking Detection and Backtracking on Commercial-Grade AI-Generated Videos Enabling ai- generated content services in wireless edge networks
Reference 6
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 9dbfdeda-a49f-44d2-b57d-df9a2c6d0ee4 · outbound
This paper cites Delving into the local: Dynamic in- consistency learning for deepfake video detection.
Chameleon: Benchmarking Detection and Backtracking on Commercial-Grade AI-Generated Videos Delving into the local: Dynamic in- consistency learning for deepfake video detection
Reference 7
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation b930eff9-150a-427b-963d-7cfbedd4b390 · outbound
This paper cites Trufor: Leveraging all-round clues for trustworthy image forgery detection and localiza- tion.
Chameleon: Benchmarking Detection and Backtracking on Commercial-Grade AI-Generated Videos Trufor: Leveraging all-round clues for trustworthy image forgery detection and localiza- tion
Reference 8
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 1653d8ad-f84f-4181-9f67-f8f09ae43662 · outbound
This paper cites Biscope: Ai-generated text detection by checking memorization of preceding tokens.
Chameleon: Benchmarking Detection and Backtracking on Commercial-Grade AI-Generated Videos Biscope: Ai-generated text detection by checking memorization of preceding tokens
Reference 9
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Source-reported events for the cited work
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Observation ced7a873-5967-45d0-b081-6b66df97a82c · outbound
This paper cites Detective: Detect- ing ai-generated text via multi-level contrastive learning.
Chameleon: Benchmarking Detection and Backtracking on Commercial-Grade AI-Generated Videos Detective: Detect- ing ai-generated text via multi-level contrastive learning
Reference 10
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 8eb3b11a-734f-42f8-85c4-e9777d96d3f3 · outbound
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Chameleon: Benchmarking Detection and Backtracking on Commercial-Grade AI-Generated Videos Unresolved cited work
Reference 11
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Source-reported events for the cited work
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Observation d72813ed-55d7-4413-89d3-db7fa908cdbf · outbound
This paper cites ChatGPT for Shaping the Future of Dentistry: The Potential of Multi-Modal Large Language Model.
Chameleon: Benchmarking Detection and Backtracking on Commercial-Grade AI-Generated Videos ChatGPT for Shaping the Future of Dentistry: The Potential of Multi-Modal Large Language Model
Reference 12
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Source-reported events for the cited work
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Observation 0846e3cf-0b3a-4578-ae50-950d52f96048 · outbound
This paper cites Gpt-4o: The cutting-edge advancement in multimodal llm.
Chameleon: Benchmarking Detection and Backtracking on Commercial-Grade AI-Generated Videos Gpt-4o: The cutting-edge advancement in multimodal llm
Reference 13
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation e65a4528-6bf5-4dba-beb2-df24b8b8795e · outbound
This paper cites Can ChatGPT Detect DeepFakes? A Study of Using Multimodal Large Language Models for Media Forensics.
Chameleon: Benchmarking Detection and Backtracking on Commercial-Grade AI-Generated Videos Can ChatGPT Detect DeepFakes? A Study of Using Multimodal Large Language Models for Media Forensics
Reference 14
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation a1dfbb06-2257-4e84-9639-d0bca7e67e5b · outbound
This paper cites Evading watermark based detection of ai-generated content.
Chameleon: Benchmarking Detection and Backtracking on Commercial-Grade AI-Generated Videos Evading watermark based detection of ai-generated content
Reference 15
- Resolution
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Source-reported events for the cited work
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Observation e8ad69af-ab52-4d2d-b858-b22685d14a25 · outbound
This paper cites Revisiting generalizability in deepfake detection: Improving metrics and stabilizing transfer.
Chameleon: Benchmarking Detection and Backtracking on Commercial-Grade AI-Generated Videos Revisiting generalizability in deepfake detection: Improving metrics and stabilizing transfer
Reference 16
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Source-reported events for the cited work
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Observation 057777bd-affc-4b8f-b8de-c02c415837da · outbound
This paper cites Maple: Multi-modal prompt learning.
Chameleon: Benchmarking Detection and Backtracking on Commercial-Grade AI-Generated Videos Maple: Multi-modal prompt learning
Reference 17
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Source-reported events for the cited work
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Observation b74b7657-4700-40be-abb7-424aad5c1e93 · outbound
This paper cites Learning to Prompt with Text Only Supervision for Vision-Language Models.
Chameleon: Benchmarking Detection and Backtracking on Commercial-Grade AI-Generated Videos Learning to Prompt with Text Only Supervision for Vision-Language Models
Reference 18
- Resolution
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Source-reported events for the cited work
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Observation dde643bc-aa10-4402-b9a7-077fde06721f · outbound
This paper cites Cored: Gen- eralizing fake media detection with continual representation using distillation.
Chameleon: Benchmarking Detection and Backtracking on Commercial-Grade AI-Generated Videos Cored: Gen- eralizing fake media detection with continual representation using distillation
Reference 19
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Source-reported events for the cited work
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Observation b4dcb652-04f6-4f47-82c8-1d986488bc31 · outbound
This paper cites Efficientnet.
Chameleon: Benchmarking Detection and Backtracking on Commercial-Grade AI-Generated Videos Efficientnet
Reference 20
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 4b3e32bc-1b1f-4557-8fa8-f2de7b02deda · outbound
This paper cites Resnet 50.
Chameleon: Benchmarking Detection and Backtracking on Commercial-Grade AI-Generated Videos Resnet 50
Reference 21
- Resolution
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Source-reported events for the cited work
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Observation 8e9616da-f31b-47e4-ba7a-b7b607086793 · outbound
This paper cites diagnosis please.
Chameleon: Benchmarking Detection and Backtracking on Commercial-Grade AI-Generated Videos diagnosis please
Reference 22
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation abea213e-dd59-49a2-b880-659b360daa83 · outbound
This paper cites Faster than lies: Real-time deepfake detection using binary neural networks.
Chameleon: Benchmarking Detection and Backtracking on Commercial-Grade AI-Generated Videos Faster than lies: Real-time deepfake detection using binary neural networks
Reference 23
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation bea86a71-3bac-425b-b88e-3c98b4222b4d · outbound
This paper cites A continual deepfake detection benchmark: Dataset, methods, and essentials.
Chameleon: Benchmarking Detection and Backtracking on Commercial-Grade AI-Generated Videos A continual deepfake detection benchmark: Dataset, methods, and essentials
Reference 24
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Source-reported events for the cited work
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Observation bc7ddc29-549c-4c74-b78b-766f7ff4335b · outbound
This paper cites In ictu oculi: Exposing ai created fake videos by detecting eye blinking.
Chameleon: Benchmarking Detection and Backtracking on Commercial-Grade AI-Generated Videos In ictu oculi: Exposing ai created fake videos by detecting eye blinking
Reference 25
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 40a07c74-82d7-4c91-b640-61e8b09162af · outbound
This paper cites Celeb-df: A large-scale challenging dataset for deep- fake forensics.
Chameleon: Benchmarking Detection and Backtracking on Commercial-Grade AI-Generated Videos Celeb-df: A large-scale challenging dataset for deep- fake forensics
Reference 26
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 5f82cffa-5649-4084-bfc4-cbfe58381ce4 · outbound
This paper cites A survey of multimodel large language models.
Chameleon: Benchmarking Detection and Backtracking on Commercial-Grade AI-Generated Videos A survey of multimodel large language models
Reference 27
- Resolution
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Source-reported events for the cited work
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Observation 41e4ab6e-5870-41d8-82a5-1240aeb40f68 · outbound
This paper cites Sora: A Review on Background, Technology, Limitations, and Opportunities of Large Vision Models.
Chameleon: Benchmarking Detection and Backtracking on Commercial-Grade AI-Generated Videos Sora: A Review on Background, Technology, Limitations, and Opportunities of Large Vision Models
Reference 28
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation de9b63da-ecad-4d53-802e-7c21a8f14c74 · outbound
This paper cites Swin transformer: Hierarchical vision transformer using shifted windows.
Chameleon: Benchmarking Detection and Backtracking on Commercial-Grade AI-Generated Videos Swin transformer: Hierarchical vision transformer using shifted windows
Reference 29
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 145dd4a2-64ea-49d9-bc16-74a545a3a27f · outbound
This paper cites Classification of Human- and AI-Generated Texts: Investigating Features for ChatGPT.
Chameleon: Benchmarking Detection and Backtracking on Commercial-Grade AI-Generated Videos Classification of Human- and AI-Generated Texts: Investigating Features for ChatGPT
Reference 30
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 22e420ad-5913-438d-9a38-ec1eedeed429 · outbound
This paper cites Semi- truths: A large-scale dataset of ai-augmented images for evaluating robustness of ai-generated image detectors.
Chameleon: Benchmarking Detection and Backtracking on Commercial-Grade AI-Generated Videos Semi- truths: A large-scale dataset of ai-augmented images for evaluating robustness of ai-generated image detectors
Reference 31
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 2dd09bf0-1e6e-4263-8961-46e43e079512 · outbound
This paper cites Faceforen- sics++: Learning to detect manipulated facial images.
Chameleon: Benchmarking Detection and Backtracking on Commercial-Grade AI-Generated Videos Faceforen- sics++: Learning to detect manipulated facial images
Reference 32
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation bf16aa52-edc2-4dec-9c1c-ce29f5f0b3dd · outbound
This paper cites Using graph neural networks to improve generalization capability of the models for deepfake detec- tion.
Chameleon: Benchmarking Detection and Backtracking on Commercial-Grade AI-Generated Videos Using graph neural networks to improve generalization capability of the models for deepfake detec- tion
Reference 33
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 3fb07730-4bc9-426f-a654-8228a3142d6c · outbound
This paper cites Rethinking the up-sampling operations in cnn-based generative network for generalizable deepfake detection.
Chameleon: Benchmarking Detection and Backtracking on Commercial-Grade AI-Generated Videos Rethinking the up-sampling operations in cnn-based generative network for generalizable deepfake detection
Reference 34
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 3bce7731-cb59-41b1-8f33-dd5cc6be17c0 · outbound
This paper cites Frequency-aware deepfake de- tection: Improving generalizability through frequency space domain learning.
Chameleon: Benchmarking Detection and Backtracking on Commercial-Grade AI-Generated Videos Frequency-aware deepfake de- tection: Improving generalizability through frequency space domain learning
Reference 35
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation f52f7391-8008-4bd6-a0d4-f939bbbab38c · outbound
This paper cites Gemini: A Family of Highly Capable Multimodal Models.
Chameleon: Benchmarking Detection and Backtracking on Commercial-Grade AI-Generated Videos Gemini: A Family of Highly Capable Multimodal Models
Reference 36
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 724cbc52-b71c-4b7f-8a3f-3c773a02677b · outbound
This paper cites Detecting affect states using vgg16, resnet50 and se-resnet50 networks.
Chameleon: Benchmarking Detection and Backtracking on Commercial-Grade AI-Generated Videos Detecting affect states using vgg16, resnet50 and se-resnet50 networks
Reference 37
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation ef2c4bfb-35a7-45d1-b2c8-0d6aa630eb67 · outbound
This paper cites Deit iii: Revenge of the vit.
Chameleon: Benchmarking Detection and Backtracking on Commercial-Grade AI-Generated Videos Deit iii: Revenge of the vit
Reference 38
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation d0b77b11-d7fc-4f48-895c-078dc286633c · outbound
This paper cites an unresolved cited work.
Chameleon: Benchmarking Detection and Backtracking on Commercial-Grade AI-Generated Videos Unresolved cited work
Reference 39
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 237f9502-1fc5-4a12-9683-e070ece6ae14 · outbound
This paper cites Gan inversion: A survey.
Chameleon: Benchmarking Detection and Backtracking on Commercial-Grade AI-Generated Videos Gan inversion: A survey
Reference 40
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 78d717be-36e7-427c-ac29-8e66b6209b4c · outbound
This paper cites VideoGPT: Video Generation using VQ-VAE and Transformers.
Chameleon: Benchmarking Detection and Backtracking on Commercial-Grade AI-Generated Videos VideoGPT: Video Generation using VQ-VAE and Transformers
Reference 41
- Resolution
- verified exact
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 4e88cf84-c2e0-46e0-87f4-9ad4fbd72355 · outbound
This paper cites Toward the third gener- ation artificial intelligence.
Chameleon: Benchmarking Detection and Backtracking on Commercial-Grade AI-Generated Videos Toward the third gener- ation artificial intelligence
Reference 42
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 7cf475e9-8b3c-45d6-8f06-4d71ab469ca3 · outbound
This paper cites Pointclip: Point cloud understanding by clip.
Chameleon: Benchmarking Detection and Backtracking on Commercial-Grade AI-Generated Videos Pointclip: Point cloud understanding by clip
Reference 43
- Resolution
- verified fuzzy
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 5ab68593-3e4d-4500-a1c7-bdc529f00969 · outbound
This paper cites Is gpt-4v (ision) all you need for automating academic data vi- sualization? exploring vision-language models’ capability in reproducing academic charts.
Chameleon: Benchmarking Detection and Backtracking on Commercial-Grade AI-Generated Videos Is gpt-4v (ision) all you need for automating academic data vi- sualization? exploring vision-language models’ capability in reproducing academic charts
Reference 44
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation a32b03f0-7edb-4c89-bd41-49bd501da026 · outbound
This paper cites Breaking semantic ar- tifacts for generalized ai-generated image detection.
Chameleon: Benchmarking Detection and Backtracking on Commercial-Grade AI-Generated Videos Breaking semantic ar- tifacts for generalized ai-generated image detection
Reference 45
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 853ba968-e971-4269-9c1f-9b96b99bf391 · outbound
This paper cites News, Speech, and Recommendation.
Chameleon: Benchmarking Detection and Backtracking on Commercial-Grade AI-Generated Videos News, Speech, and Recommendation
Reference 46
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Pith citing papers
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