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Huiling Peng

3 accepted papers

2026

Temporal Motif-aware Graph Test-time Adaptation for OOD Blockchain Anomaly Detection

IJCAI 2026

The ever-evolving transaction patterns have significantly hindered anomaly detection on emerging cryptocurrency blockchains due to the vast number of addresses and diverse anomalous behaviors. Recently, advanced Graph Anomaly Detection (GAD) approaches applied to blockchains have faced two critical

Cited by 0Scholar
2025

Enhancing Chinese Offensive Language Detection with Homophonic Perturbation

EMNLP 2025

Detecting offensive language in Chinese is challenging due to homophonic substitutions used to evade detection. We propose a framework to improve large language models’ robustness against such phonetic attacks. First, we construct HED-COLD, the first large-scale and systematic homophonic dataset for

2024

SurrealDriver: Designing LLM-powered Generative Driver Agent Framework based on Human Drivers’ Driving-thinking Data

IROS 2024poster

Leveraging advanced reasoning capabilities and extensive world knowledge of large language models (LLMs) to construct generative agents for solving complex real-world problems is a major trend. However, LLMs inherently lack embodiment as humans, resulting in suboptimal performance in many embodied d…

Cited by 9SourcecodeScholar