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Graph neural networks with convolutional arma filters.IEEE Transactions on Pattern Analysis and Machine Intelligence, 44(7):3496–3507

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COPYCOP: Ownership Verification for Graph Neural Networks

cs.LG · 2026-05-06 · unverdicted · novelty 7.0

COPYCOP identifies copycat GNNs by matching their node embeddings despite architectural differences and adversarial transformations, backed by theoretical guarantees and tests on 14 datasets across 5 architectures.

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  • COPYCOP: Ownership Verification for Graph Neural Networks cs.LG · 2026-05-06 · unverdicted · none · ref 4

    COPYCOP identifies copycat GNNs by matching their node embeddings despite architectural differences and adversarial transformations, backed by theoretical guarantees and tests on 14 datasets across 5 architectures.