MixGuard: Towards Detecting and Understanding Mixer Laundering on Ethereum

arXiv:2609.27807 · cs.CR, cs.CE · Submitted 2026-09-15 · Read on arXiv

cs.CR, cs.CE

Submitted: 2026-09-15

Updated: 2026-09-15

Code: https://github.com/tayvano/lazarus-bluenoroffresearch

Terminology

Tornado Cash — 24× in this paper
Core — 15× in this paper · explained in 2 episodes
Actor — 12× in this paper · explained in 3 episodes
Clustering — 10× in this paper · explained in 2 episodes
Aggregation — 7× in this paper · explained in 1 episode
Trace — 7× in this paper · explained in 2 episodes
AUROC — 6× in this paper · explained in 2 episodes
Representation Learning — 4× in this paper · explained in 2 episodes
Conference on Knowledge Discovery and Data Mining — 3× in this paper
IEEE Transactions on Information Forensics and Security — 3× in this paper
Verification — 3× in this paper · explained in 2 episodes
Alignment — 2× in this paper · explained in 1 episode
Conference on Computer and Communications Security — 2× in this paper
Consistency — 2× in this paper · explained in 3 episodes
Generalization — 2× in this paper · explained in 13 episodes
Generative AI — 2× in this paper · explained in 2 episodes
Ablation — 1× in this paper · explained in 1 episode
Aggregation Function — 1× in this paper · explained in 1 episode
Contrastive Learning — 1× in this paper · explained in 5 episodes
Cosine Similarity — 1× in this paper · explained in 3 episodes
Embeddings — 1× in this paper · explained in 2 episodes
Failure Modes — 1× in this paper · explained in 3 episodes
Private Proof of Innocence — 1× in this paper
Quantization — 1× in this paper · explained in 12 episodes
Robustness — 1× in this paper · explained in 5 episodes
Unified Framework — 1× in this paper · explained in 5 episodes

MixGuard: Towards Detecting and Understanding Mixer Laundering on Ethereum

Terminology

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