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20242026
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cs.CR2026

XGuardian: Towards Explainable and Generalized AI Anti-Cheat on FPS Games

Jiayi Zhang, Chenxin Sun, Chenxiong Qian

Aim-assist cheats are the most prevalent and infamous form of cheating in First-Person Shooter (FPS) games, which help cheaters illegally reveal the opponent's location and auto-ai…

cs.CR2025

R1-Fuzz: Specializing Language Models for Textual Fuzzing via Reinforcement Learning

Jiayi Lin, Liangcai Su, Junzhe Li +1

Fuzzing is effective for vulnerability discovery but struggles with complex targets such as compilers, interpreters, and database engines, which accept textual input that must sati…

cs.CR2025

ImportSnare: Directed "Code Manual" Hijacking in Retrieval-Augmented Code Generation

Kai Ye, Liangcai Su, Chenxiong Qian

Code generation has emerged as a pivotal capability of Large Language Models(LLMs), revolutionizing development efficiency for programmers of all skill levels. However, the complex…

cs.CR2025

Bones of Contention: Exploring Query-Efficient Attacks against Skeleton Recognition Systems

Yuxin Cao, Kai Ye, Derui Wang +4

Skeleton action recognition models have secured more attention than video-based ones in various applications due to privacy preservation and lower storage requirements. Skeleton da…

cs.CR2024

Identify As A Human Does: A Pathfinder of Next-Generation Anti-Cheat Framework for First-Person Shooter Games

Jiayi Zhang, Chenxin Sun, Yue Gu +4

The gaming industry has experienced substantial growth, but cheating in online games poses a significant threat to the integrity of the gaming experience. Cheating, particularly in…