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Open access Oct 2026

NCFuzz: Configuration-Guided Network Service Fuzzing

This work tackles the problem of finding bugs under non-default configurations, termed ConfBug, by designing a new fuzzer called NCFuzz, which achieves higher coverage than baseline fuzzers and uses configuration knowledge and the relationships between configurations and network messages to guide the fuzzer toward new...

Xue-Song Bai, Heng-Kai Ye, Sheng-Han Zheng et al. · 0 citations
#artificial intelligence Preprint Sep 2026

Persistent Billable State: Denial-of-Wallet Attacks and Defenses in Tool-Calling LLM Agents

Multi-step tool-calling LLM agents rely on host runtimes to preserve state across turns. When a runtime carries an external tool return into later model inputs, providers meter it again. An admitted malicious or compromised tool can thereby convert untrusted data into recurring victim-billed processing without victim c...

Jin-Qian Zhang, Hao-Jun Xia, Shu-Jiang Wu et al. · 0 citations

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