A general framework defends any shuffle-DP protocol against poisoning attacks on union-preserving queries, retaining asymptotically equivalent error without attacks and only polylogarithmic increase with constant attackers.
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2 Pith papers cite this work. Polarity classification is still indexing.
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2026 2verdicts
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Ark is the first Bitcoin-compatible commit-chain that batches offchain virtual UTXO transactions via an untrusted operator into succinct onchain commitments with constant footprint and simplified deployment.
citing papers explorer
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Defense against Poisoning Attacks under Shuffle-DP
A general framework defends any shuffle-DP protocol against poisoning attacks on union-preserving queries, retaining asymptotically equivalent error without attacks and only polylogarithmic increase with constant attackers.
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Ark: Offchain Transaction Batching in Bitcoin
Ark is the first Bitcoin-compatible commit-chain that batches offchain virtual UTXO transactions via an untrusted operator into succinct onchain commitments with constant footprint and simplified deployment.