Publications

Software engineering, machine learning and security

Automated Classification, Root Cause Analysis, and Repair Recommendations for Failed Mobile Testing by Specialized LLM

Chun Li, Fei Wang, Minxue Pan, Zhong Li, Mengliang Zeng, Bin Zhang, Xuejiao Yu, Boyun Wang, Kaijian Hua, Xuandong Li

ISSTA 26 · Oct 2026

AnaDroid trains specialized LLMs to classify failed mobile tests, analyze their root causes and recommend repairs.

Exploiting Backdoor Trigger Towards Unlearnable Examples

Chun Li, Yuanchen Xun, Zhong Li, Minxue Pan, Xuandong Li

ICASSP 26 · May 2026

TRIGGERUE uses class-wise backdoor triggers to construct unlearnable examples and protect data from unauthorized model training.

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Learning without Forgetting: Towards Continual learning of Fault Localization Models in Industrial Software Systems

Chun Li, Hui Li, Zhong Li, Minxue Pan, Xuandong Li

ICSE 26 · April 2026

Ciallo enables continual learning for industrial fault localization through representative exemplars and adaptive training weights.

TRAP: Mitigating Poisoning-based Backdoor Attacks by Treating Poison with Poison

Chun Li, Zhong Li, Minxue Pan, Xuandong Li

TDSC 25 · Dec 2025

TRAP detects poisoned samples early in training and removes backdoors by retraining the classifier on relabeled poisoned samples.

Improving Graph Learning-Based Fault Localization with Tailored Semi-Supervised Learning

Chun Li, Hui Li, Zhong Li, Minxue Pan, Xuandong Li

FSE 25 · June 2025

Legato uses tailored semi-supervised graph learning to improve fault localization when only a small portion of failed tests can be labeled.

DroidCoder: Enhanced Android Code Completion with Context-Enriched Retrieval-Augmented Generation

Xinran Yu, Chun Li, Minxue Pan, Xuandong Li

ASE 24 · Oct 2024

DroidCoder improves Android code completion with context-enriched retrieval-augmented generation and tailored fine-tuning.

Enhancing Fault Localization in Industrial Software Systems via Contrastive Learning

Chun Li, Hui Li, Zhong Li, Minxue Pan, Xuandong Li

ICSE 25 · May 2025

FALCON localizes faults in industrial software from semantic log graphs through contrastive learning and adaptive augmentation.

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Mobile Test Script Generation from Natural Language Descriptions

Chun Li, Yifan Xiong, Zhong Li, Wenhua Yang, Minxue Pan

QRS 23 · Oct 2023

GenDroid translates natural language test intents into mobile test events using language models, random forests and UI transfer graphs.

Mobile GUI test script generation from natural language descriptions using pre-trained model

Chun Li

MobileSoft 2022, Student Research Competition · May 2022

Generating mobile GUI test scripts from natural language descriptions with a pre-trained language model.

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