LymphNode enforces default-deny access control on DNNs by injecting GSUAP into the feature space to neutralize utility for unauthorized queries and selectively restore it for authorized inputs carrying a stealthy credential, using under 100 samples from surrogate data.
An image is worth 16x16 words: Transformers for image recognition at scale
3 Pith papers cite this work. Polarity classification is still indexing.
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2026 3representative citing papers
Multi-source MAE pretraining on PANDA+CAMELYON17+BRACS tiles yields higher frozen linear-probe ISUP QWK than vanilla MAE under one disjoint PANDA split.
A survey that organizes audio SSL into five objective paradigms, relates their demands to architectural biases, and interprets downstream applications as tests of generalization.
citing papers explorer
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LymphNode: A Plug-and-Play Access Control Method for Deep Neural Networks
LymphNode enforces default-deny access control on DNNs by injecting GSUAP into the feature space to neutralize utility for unauthorized queries and selectively restore it for authorized inputs carrying a stealthy credential, using under 100 samples from surrogate data.
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ProsMAE: Multi-Source MAE Pretraining for ISUP Grade Classification
Multi-source MAE pretraining on PANDA+CAMELYON17+BRACS tiles yields higher frozen linear-probe ISUP QWK than vanilla MAE under one disjoint PANDA split.
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From Objectives to Applications: Aligning Architectural Biases in Audio Self-Supervised Learning
A survey that organizes audio SSL into five objective paradigms, relates their demands to architectural biases, and interprets downstream applications as tests of generalization.