Author

Mingli Song

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#artificial intelligence Preprint Oct 2026

CryptoFlowBench: Benchmarking Multi-Hop Reasoning on Blockchains for Cryptocurrency Fund Tracing

This work proposes ChainSleuth, a graph-tool-augmented agent that iteratively reasons, invokes graph tools, and updates its tracing trajectory, enabling adaptive information acquisition and recovery from erroneous paths in multi-hop fund tracing.

Ru-Nang He, Tong-Ya Zheng, Jing-Yao Cao et al. · 0 citations

Conference Open access Sep 2026

Learnable Data Augmentation and Contrastive Pre-training for Temporal Link Prediction

This paper proposes a novel model, ContraTGT, which employs a dual-view graph transformer, and puts forth an innovative, learnable data augmentation method, which involves selective masking of elements within dual-view sequences, thereby amplifying the potency of the contrastive learning approach.

Cang-Hong Jin, Jia-Feng Zhao, Feng Xu et al. · Proceedings of the Thirty-Fi... · 0 citations