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Open access Oct 2026

BCaLLM: Call Graph-Guided Python Breaking Change Detection with Large Language Models

Software libraries frequently evolve, introducing breaking changes that disrupt client applications. Existing detection approaches primarily target static programming languages or focus on syntactic changes, leaving behavioral breaking changes in dynamic languages such as Python underexplored. This task is particularly...

Wei Cheng, Chen Shen, Huan Zhang et al. · 0 citations
Book Open access Aug 2026

Breaking Customized LLMs for Coding: Automated Red Teaming for Instruction Backdoor Attacks

This paper proposes ARIA, an automated red-teaming framework for crafting covert and effective backdoored instructions against customized LLMs, which significantly outperforms existing attacks in evading platform-side and user-side detection, and stays effective against existing defense methods.

Yuchen Chen, Wei Cheng, Yuan Xiao et al. · 0 citations

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