Author

De-Qing Zou

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Review Jul 2026

Bulkhead: Automated Semantic Detection and Remediation of Container Escape Vulnerabilities

Bulkhead is an automated framework that integrates large language models (LLMs) with formal methods for semantic vulnerability discovery and remediation, and uses a multi-agent system to identify and repair PaTra vulnerabilities through multi-dimensional knowledge patterns generalized from known cases.

Qiyuan Fan, Zhi Li, Junjie Li et al. · arXiv.org · 0 citations

Preprint Aug 2026

MemArbiter: Decision-Time Memory Arbitration for Long-Horizon LLM Agents

Results show that function-aware memory arbitration enables accessible information to guide actions more effectively, and improves post-failure recovery and reduces failed-action repetition and state-action recurrence.

Jiajun Dong, Yutao Hu, Fengrui Fan et al. · 0 citations