Author

Dan-yan Lin

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Review Sep 2026

Bridging the Opacity: Evidence-Backed Cross-Chain Transaction Correspondence Reconstruction Across Heterogeneous Blockchains

Cross-chain bridges enable interoperability, but they also break the transaction trails needed to trace illicit funds. Third-party investigators typically cannot access the source-to-destination mappings maintained by bridge backends, and our survey of 131 bridges finds that only 16.79% provide complete public tracking...

Dan-yan Lin, Huan Xiao, Zi-Wei Li et al. · 0 citations

#artificial intelligence Preprint Aug 2025

BridgeShield: Risk-Aware Graph Modeling for Cross-Chain Bridge Attack Detection

BridgeShield is presented, a graph-based framework for detecting cross-chain bridge attacks through risk-aware modeling of cross-chain execution behaviors, and consistently outperforms existing rule-based and graph-based baselines in cross-chain attack detection.

Dan-yan Lin, Shun-Feng Lu, Zi-Yan Liu et al. · 0 citations