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Harbin Institute of Technology, Shenzhen
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LEGO's modular design lets you detect deepfakes with 10x less training data and far fewer epochs, all by focusing on the unique fingerprints of each image generator.
Simple frequency masking and gated injection can dramatically improve the generalization of AI-generated image detectors, even against unseen generative models.
Ditch the haystack: Tri-RAG structures external knowledge into logical triplets, slashing irrelevant context and boosting RAG's reasoning power.
Topological data analysis reveals that structurally stable and compact soft prompts lead to better downstream performance, enabling a new loss function (TSLoss) that improves convergence and tuning performance.
