Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning | Paper Citation Record

Observation e8e1961e-9c8f-4936-803c-52aa94d112e8 · outbound

This paper cites FaceForen- sics++: Learning to detect manipulated facial images.

Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning FaceForen- sics++: Learning to detect manipulated facial images

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Observation 14b847c0-a5dd-4cd8-b442-649599ce9ca8 · outbound

This paper cites The DeepFake Detection Challenge (DFDC) Dataset.

Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning The DeepFake Detection Challenge (DFDC) Dataset

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Observation 358ab977-81d3-4cc0-bcc7-9cf385ad3d16 · outbound

This paper cites Celeb-DF: A large-scale challenging dataset for DeepFake forensics.

Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Celeb-DF: A large-scale challenging dataset for DeepFake forensics

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Observation 64696f6f-201f-4384-a144-baabb8eb25ff · outbound

This paper cites A re- view of deepfake and its detection: from generative adver- sarial networks to diffusion models.International Journal of Intelligent Systems, 2025(1):9987535, 2025.

Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning A re- view of deepfake and its detection: from generative adver- sarial networks to diffusion models.International Journal of Intelligent Systems, 2025(1):9987535, 2025

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This paper cites an unresolved cited work.

Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Unresolved cited work

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Observation c043bed3-6d3d-443c-9013-df5b9dd378f7 · outbound

This paper cites DiffSwap: High-fidelity and con- trollable face swapping via 3d-aware masked diffusion.

Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning DiffSwap: High-fidelity and con- trollable face swapping via 3d-aware masked diffusion

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Observation 2bb1001a-8868-4e80-a7ef-fb77a286d631 · outbound

This paper cites Counter- act against gan-based attacks: A collaborative learning ap- proach for anti-forensic detection.Applied Soft Computing, 153:111287, 2024.

Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Counter- act against gan-based attacks: A collaborative learning ap- proach for anti-forensic detection.Applied Soft Computing, 153:111287, 2024

Reference 7

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Observation e7f8dfd0-dd54-4844-8272-284583d74074 · outbound

This paper cites DF40: Toward next-generation deepfake detection.

Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning DF40: Toward next-generation deepfake detection

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Observation 77f78ef4-a7b9-4469-be6d-3afee4cc4f04 · outbound

This paper cites Psa-net: Parallel stacked aggregation network for secure voice bio- metrics in iot-enabled consumer devices.IEEE Transactions on Consumer Electronics, 2026.

Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Psa-net: Parallel stacked aggregation network for secure voice bio- metrics in iot-enabled consumer devices.IEEE Transactions on Consumer Electronics, 2026

Reference 9

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Observation 3f909622-4bf4-4e76-b875-9d074d211874 · outbound

This paper cites Ai-generated image detection: An empirical study and future research directions.arXiv preprint arXiv:2511.02791, 2025.

Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Ai-generated image detection: An empirical study and future research directions.arXiv preprint arXiv:2511.02791, 2025

Reference 10

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Observation 5f31e1f6-3b61-4cf8-82bf-edaa67507fbe · outbound

This paper cites Trace: Training-free partial audio deepfake detection via em- bedding trajectory analysis of speech foundation models.

Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Trace: Training-free partial audio deepfake detection via em- bedding trajectory analysis of speech foundation models

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Observation 9081f3a3-d650-43c9-8603-6916b71b5ad4 · outbound

This paper cites Deepfake detection that generalizes across benchmarks.

Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Deepfake detection that generalizes across benchmarks

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Observation 00a67741-0c23-4714-b580-14675d4c87a6 · outbound

This paper cites Dual-Branch Gated Fusion for Open-Set Audio Deepfake Source Tracing.

Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Dual-Branch Gated Fusion for Open-Set Audio Deepfake Source Tracing

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Observation c52cd46b-e456-4d7d-9138-80e955d98303 · outbound

This paper cites Face2parts: Exploring coarse-to-fine inter-regional facial de- pendencies for generalized deepfake detection.IEEE Access, 14:55111–55125, 2026.

Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Face2parts: Exploring coarse-to-fine inter-regional facial de- pendencies for generalized deepfake detection.IEEE Access, 14:55111–55125, 2026

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Observation cce35c68-ad77-44a6-87e8-1bcb2296c748 · outbound

This paper cites A robust open-set multi-instance learning for defending adversarial attacks in digital image.IEEE Trans- actions on Information Forensics and Security, 19:2098– 2111, 2023.

Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning A robust open-set multi-instance learning for defending adversarial attacks in digital image.IEEE Trans- actions on Information Forensics and Security, 19:2098– 2111, 2023

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Observation b1351104-3929-4c0c-8960-2cfe02d66582 · outbound

This paper cites Deepfake video detection: challenges and opportunities.Artificial Intelligence Review, 57(6):159, 2024.

Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Deepfake video detection: challenges and opportunities.Artificial Intelligence Review, 57(6):159, 2024

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Observation 3bedaf37-39b7-40b0-8e52-f31d12424f0a · outbound

This paper cites Transferable adversarial attacks on audio deepfake detection.

Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Transferable adversarial attacks on audio deepfake detection

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Observation 6a64c699-64c7-465a-b2a0-5e37236a4dca · outbound

This paper cites Guard: Generative unmasking and adversarial-resistant deepfake detection using multi-model knowledge distillation.Authorea Preprints, 2025.

Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Guard: Generative unmasking and adversarial-resistant deepfake detection using multi-model knowledge distillation.Authorea Preprints, 2025

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Observation c6987655-8d53-4ffe-954e-625dc5c247b2 · outbound

This paper cites Detecting deep- fakes with self-blended images.

Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Detecting deep- fakes with self-blended images

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Observation 1e1df35f-3e21-4cef-b3de-ed27be68926d · outbound

This paper cites FreqBlender: Enhancing DeepFake de- tection by blending frequency knowledge.

Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning FreqBlender: Enhancing DeepFake de- tection by blending frequency knowledge

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Observation 84bf7e87-d282-4779-959c-0b6ea2f711fb · outbound

This paper cites Multi-scale spatial frequency interaction variance perception model for deepfake face detection.Jour- nal of Visual Communication and Image Representation, page 104719, 2026.

Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Multi-scale spatial frequency interaction variance perception model for deepfake face detection.Jour- nal of Visual Communication and Image Representation, page 104719, 2026

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Observation 29815c2d-1ea1-44f1-825d-0248abb96cb2 · outbound

This paper cites Advbench: A comprehensive benchmark of adversarial attacks on deepfake detectors in real-world consumer applications.Authorea Preprints, 2025.

Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Advbench: A comprehensive benchmark of adversarial attacks on deepfake detectors in real-world consumer applications.Authorea Preprints, 2025

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Observation 6f52d3b0-7793-4b11-aa2d-1642f3851d6e · outbound

This paper cites Multiple contexts and frequencies aggregation network for deepfake detection.PLoS One, 21(1):e0337409, 2026.

Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Multiple contexts and frequencies aggregation network for deepfake detection.PLoS One, 21(1):e0337409, 2026

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Observation a7a67e3f-405c-4285-9ee2-4e3bc2cfc5cc · outbound

This paper cites Mare: Multimodal alignment and reinforcement for explain- able deepfake detection via vision-language models.arXiv preprint arXiv:2601.20433, 2026.

Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Mare: Multimodal alignment and reinforcement for explain- able deepfake detection via vision-language models.arXiv preprint arXiv:2601.20433, 2026

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Observation 5065502d-1d8c-4970-8405-e09d58ce4b78 · outbound

This paper cites Grex-bench: Bench- marking generalization, robustness, and explainability in ai- generated image detection.https://doi.org/10.21203/rs.3.rs- 8633550/v1, 2026.

Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Grex-bench: Bench- marking generalization, robustness, and explainability in ai- generated image detection.https://doi.org/10.21203/rs.3.rs- 8633550/v1, 2026

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Observation cf5628ba-ed85-4bd5-97da-cee8c4da64ac · outbound

This paper cites Analysis of generative adversarial network targeting anti-forensic in jpeg compressed domain.

Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Analysis of generative adversarial network targeting anti-forensic in jpeg compressed domain

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Observation 6ac6cd08-0a69-4200-b8bd-e8afd0647810 · outbound

This paper cites Ucf: Uncovering common features for generalizable deep- fake detection.

Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Ucf: Uncovering common features for generalizable deep- fake detection

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This paper cites Transcending forgery specificity with latent space augmentation for generalizable deepfake detection.

Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Transcending forgery specificity with latent space augmentation for generalizable deepfake detection

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This paper cites Lips don’t lie: A generalisable and robust approach to face forgery detection.

Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Lips don’t lie: A generalisable and robust approach to face forgery detection

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Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Omnidf: A unified model for uni- modal and multimodal deepfake detection

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Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Adversarial Attacks on Audio Deepfake Detection: A Benchmark and Comparative Study

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Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Exploring temporal coherence for more gen- eral video face forgery detection

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Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Gener- alizing face forgery detection with high-frequency features

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Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Thinking in frequency: Face forgery detection by mining frequency-aware clues

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Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Frame-to-utterance convergence: A spectra-temporal ap- proach for unified spoofing detection

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Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Sheild: A secure and highly enhanced integrated learning for robust deepfake detection against adversarial attacks

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Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Face X-Ray for more general face forgery detection

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Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning A Lightweight and Interpretable Deepfakes Detection Framework

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Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Can we leave deepfake data behind in training deepfake detector? InAdvances in Neural Information Processing Systems (NeurIPS), 2024

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Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Realism to Deception: Investigating Deepfake Detectors Against Face Enhancement

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Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Generalized deepfake detection using identity, behavioral, and geometric signatures.IEEE Transactions on Computational Social Systems, 2025

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Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Spotnet: A spoofing-aware transformer network for effective synthetic speech detection

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Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Toward realigning automatic speaker veri- fication in the era of covid-19.Sensors, 22(7):2638, 2022

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Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Domain-adaptive repre- sentation learning for multimodal deepfake detection.IEEE Transactions on Computational Social Systems, 2025

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Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Ruleboost: A neuro-symbolic framework for robust deepfake detection

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Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Aunet: Learning relations between action units for face forgery detection

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Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning To- wards reliable deepfake detection from uncertainty calibra- tion perspective.Visual Intelligence, 3(1):28, 2025

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Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Learning transferable vi- sual models from natural language supervision

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Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Diversity matters: Dataset diversification and dual-branch network for generalized ai-generated image detection.arXiv preprint arXiv:2603.27800, 2026

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Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Clipping the deception: Adapting vision-language models for univer- sal deepfake detection

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Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Forensics adapter: Adapting clip for generalizable face forgery detection

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Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Towards more general video-based deep- fake detection through facial component guided adaptation for foundation model

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Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Exploring unbiased deepfake detection via token-level shuffling and mixing

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Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Orthogonal subspace decomposition for generalizable ai-generated image detection

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Observation c413f6ff-43ba-4d04-9b91-9f456e868665 · outbound

This paper cites Do Transformations Reveal the Truth? Generative Residual Learning for Generalized AI-Generated Image Detection.

Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Do Transformations Reveal the Truth? Generative Residual Learning for Generalized AI-Generated Image Detection

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Observation f795dfcf-bf11-425a-b436-9fa2b4c6ef86 · outbound

This paper cites Securing voice biometrics: One-shot learning approach for audio deepfake detection.

Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Securing voice biometrics: One-shot learning approach for audio deepfake detection

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Observation 101d1d1b-764c-4115-8bd2-48a818b73fef · outbound

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Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Standing on the shoulders of giants: Reprogramming visual-language model for general deepfake detection

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Observation a3ea291c-e287-43e0-aba6-d273d4660431 · outbound

This paper cites Choose your expert: Uncertainty-guided expert selec- tion for continual deepfake detection.

Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Choose your expert: Uncertainty-guided expert selec- tion for continual deepfake detection

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Observation f304a3ec-7dee-442f-a233-acd6cd71f42e · outbound

This paper cites Evi- dential deep learning to quantify classification uncertainty.

Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Evi- dential deep learning to quantify classification uncertainty

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Observation 183bea12-2fc4-40a0-988f-eef44680d9da · outbound

This paper cites Trusted multi-view classification with dynamic evi- dential fusion.IEEE Transactions on Pattern Analysis and Machine Intelligence, 45(2):2551–2566, 2022.

Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Trusted multi-view classification with dynamic evi- dential fusion.IEEE Transactions on Pattern Analysis and Machine Intelligence, 45(2):2551–2566, 2022

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Observation 49780dee-fe18-4dfe-b837-812798e90318 · outbound

This paper cites Reliable conflictive multi-view learning.

Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Reliable conflictive multi-view learning

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Observation 59315095-85ae-411d-a043-8207df7c9958 · outbound

This paper cites Toward causal representation learning.Pro- ceedings of the IEEE, 109(5):612–634, 2021.

Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Toward causal representation learning.Pro- ceedings of the IEEE, 109(5):612–634, 2021

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Observation 3d16ea47-c7dd-4200-be26-1be8ee781297 · outbound

This paper cites DAGMA: Learning DAGs via M-matrices and a log- determinant acyclicity characterization.

Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning DAGMA: Learning DAGs via M-matrices and a log- determinant acyclicity characterization

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Observation 2fca43ad-7b87-471b-8b6f-ec8a9e1131c2 · outbound

This paper cites Friesen.Facial Action Coding System: A Technique for the Measurement of Facial Move- ment.

Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Friesen.Facial Action Coding System: A Technique for the Measurement of Facial Move- ment

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Observation 66059b2a-ed83-4401-90c3-37c7b05567ec · outbound

This paper cites Evi- dential deep learning to quantify classification uncertainty.

Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Evi- dential deep learning to quantify classification uncertainty

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Observation 0c01d95b-9a25-4297-bb5b-e0e5fba5ddd7 · outbound

This paper cites Trusted multi-view classification.

Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Trusted multi-view classification

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Observation 697d6ca0-7a12-475a-a3f3-96ac4ed53d68 · outbound

This paper cites Libreface: An open-source toolkit for deep facial expression analysis.

Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Libreface: An open-source toolkit for deep facial expression analysis

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Observation 1904f471-7da8-4beb-bf48-4166bdc7d504 · outbound

This paper cites Face x-ray for more gen- eral face forgery detection.

Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Face x-ray for more gen- eral face forgery detection

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Observation f7e8b62b-e071-473e-ab7b-3e7548ee42ed · outbound

This paper cites Rich models for steganal- ysis of digital images.IEEE Transactions on Information Forensics and Security, 7(3):868–882, 2012.

Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Rich models for steganal- ysis of digital images.IEEE Transactions on Information Forensics and Security, 7(3):868–882, 2012

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Observation 2953f505-97f2-4994-806a-5cdd391aa3ce · outbound

This paper cites Watch your up-convolution: Cnn based generative deep neural net- works are failing to reproduce spectral distributions.

Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Watch your up-convolution: Cnn based generative deep neural net- works are failing to reproduce spectral distributions

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Observation 9c8977c4-140b-4690-92c9-75ccd5801fa6 · outbound

This paper cites Leveraging fre- quency analysis for deep fake image recognition.

Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Leveraging fre- quency analysis for deep fake image recognition

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Observation 53cd9a9a-4b5a-44eb-a162-6dff1623d13d · outbound

This paper cites Improving model calibration with accuracy versus uncertainty optimization.

Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Improving model calibration with accuracy versus uncertainty optimization

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This paper cites Towards more general video-based deepfake detection through facial component guided adaptation for foundation model.

Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Towards more general video-based deepfake detection through facial component guided adaptation for foundation model

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Observation da34f9f1-de7e-41ea-af89-18ccfa45f367 · outbound

This paper cites FSFM: A generalizable face se- curity foundation model via self-supervised facial represen- tation learning.

Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning FSFM: A generalizable face se- curity foundation model via self-supervised facial represen- tation learning

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Observation 53626c96-f284-4202-87e8-4055d16c9c8e · outbound

This paper cites Orthogonal subspace decomposi- tion for generalizable AI-generated image detection.

Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Orthogonal subspace decomposi- tion for generalizable AI-generated image detection

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Observation e3898b02-f7ce-4724-9caa-3e0ea33380ed · outbound

This paper cites Celeb-DF++: A Large-scale Challenging Video DeepFake Benchmark for Generalizable Forensics.

Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Celeb-DF++: A Large-scale Challenging Video DeepFake Benchmark for Generalizable Forensics

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Observation 4de54588-8707-468a-958a-71d32d00c27a · outbound

This paper cites The Deepfake Detection Challenge (DFDC) Preview Dataset.

Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning The Deepfake Detection Challenge (DFDC) Preview Dataset

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Observation ed02add2-1105-4d1e-b39f-c1fb55375411 · outbound

This paper cites Contributing data to deepfake detection research.https : / / research.

Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Contributing data to deepfake detection research.https : / / research

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Observation 01258e70-872c-49e0-b8be-a9e9396b8545 · outbound

This paper cites DeepfakeBench: A comprehensive bench- mark of deepfake detection.

Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning DeepfakeBench: A comprehensive bench- mark of deepfake detection

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Observation a757405d-c58a-4404-b086-496bfcfd02f8 · outbound

This paper cites Spatial- phase shallow learning: rethinking face forgery detection in frequency domain.

Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Spatial- phase shallow learning: rethinking face forgery detection in frequency domain

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Observation b53d1061-7510-485c-a45b-952d42373de3 · outbound

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Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Unresolved cited work

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Observation 820f481c-934e-4916-bf93-c7a9d3878c57 · outbound

This paper cites LAA-Net: Localized artifact atten- tion network for quality-agnostic and generalizable deep- fake detection.

Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning LAA-Net: Localized artifact atten- tion network for quality-agnostic and generalizable deep- fake detection

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Observation 420b0658-ff1f-4e72-b076-d141cdfac469 · outbound

This paper cites Generalizing deepfake video detection with plug-and-play: Video-level blending and spatiotempo- ral adapter tuning.

Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Generalizing deepfake video detection with plug-and-play: Video-level blending and spatiotempo- ral adapter tuning

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Observation 1cc3dce8-3148-4e43-ad3f-b2b3303f9f74 · outbound

This paper cites Benchmarking neu- ral network robustness to common corruptions and perturba- tions.

Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning Benchmarking neu- ral network robustness to common corruptions and perturba- tions

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