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  3. ChainFuzzer: Greybox Fuzzing for Workflow-Level Multi-Tool V
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ChainFuzzer: Greybox Fuzzing for Workflow-Level Multi-Tool Vulnerabilities in LLM Agents

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Viability
0.0/10

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Evidence fresh

Evidence Receipt

Freshness: 2026-04-02T02:30:40.136932+00:00

Claims: 0

References: 0

Proof: unverified

Freshness: fresh

Source paper: ChainFuzzer: Greybox Fuzzing for Workflow-Level Multi-Tool Vulnerabilities in LLM Agents

PDF: https://arxiv.org/pdf/2603.12614v1

Source count: 0

Coverage: 17%

Last proof check: 2026-04-02T02:30:40.136Z

Paper Conversation

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Paper Mode

ChainFuzzer: Greybox Fuzzing for Workflow-Level Multi-Tool Vulnerabilities in LLM Agents

Overall score: 3/10
Lineage: 16e49dc32013…
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Canonical Paper Receipt

Last verification: 2026-04-02T02:30:40.136Z

Freshness: fresh

Proof: unverified

Repo: missing

References: 0

Sources: 0

Coverage: 17%

Missingness
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Dimensions overall score 3.0

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Prior Work
Multi-target Coverage-based Greybox Fuzzing
Score 3.0stable
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Coverage-Guided Multi-Agent Harness Generation for Java Library Fuzzing
Score 8.0up
Higher Viability
Cascade: Composing Software-Hardware Attack Gadgets for Adversarial Threat Amplification in Compound AI Systems
Score 4.0up
Higher Viability
CryptoAnalystBench: Failures in Multi-Tool Long-Form LLM Analysis
Score 7.0up
Higher Viability
LAAF: Logic-layer Automated Attack Framework A Systematic Red-Teaming Methodology for LPCI Vulnerabilities in Agentic Large Language Model Systems
Score 7.0up
Higher Viability
BackdoorAgent: A Unified Framework for Backdoor Attacks on LLM-based Agents
Score 7.0up
Higher Viability
Contextualizing Sink Knowledge for Java Vulnerability Discovery
Score 8.0up
Higher Viability
AgentLAB: Benchmarking LLM Agents against Long-Horizon Attacks
Score 5.0up

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