Attribute an image to the model that generated it — from raw pixels, with a ~6M-parameter CNN (RPA).
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Aug 18, 2026 - Python
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model-attribution
Here are 8 public repositories matching this topic...
A unified framework for attributing model behavior to model components, training data, and training dynamics.
neural-networks interpretability explainability training-dynamics data-attribution model-attribution kernel-machines
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Jul 1, 2026 - Python
Official code for FAME: A lightweight spatio-temporal framework for Deepfake Model Attribution using VGG-based feature extraction and temporal attention. Outperforms prior methods across DFDM, FF++, and FakeAVCeleb datasets.
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Jun 16, 2025
This is the public version of my master's research work.
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Nov 25, 2024 - Python
[Paper Under Revision] Lightweight Detection and Model Attribution of Synthetic Speech via Residual Statistical Fingerprints.
digital-forensics synthetic-speech-detection model-attribution residual-fingerprints neural-synthesis-systems
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Mar 3, 2026 - Python
Official code for CapST (ACM TOMM 2025): A Capsule Network and Temporal Attention-based framework for Deepfake Model Attribution. Achieves efficient and accurate source identification across DFDM and GAN-generated datasets.
video-analysis capsule-network temporal-attention deepfake-detection multimedia-forensics model-attribution
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Aug 14, 2026 - Python
[Interspeech 2026 Long Track] Lightweight Detection and Model Attribution of Synthetic Speech via Residual Statistical Fingerprints.
generative-model digital-forensics synthetic-speech-detection model-attribution residual-fingerprints neural-synthesis-systems
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Jun 5, 2026 - Python
Attribution of images to the text-to-image model that generated them, using a raw-pixel, 6M-parameter CNN that scales to thousands of models.
github nodejs windows tunnel computer-vision discord-music-bot icmp pytorch learn-to-code vector-graphics raw faketcp fake-header icmptunnel model-attribution
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Aug 22, 2026 - Python
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