Author

Qingyi Si

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Jul 2026

FORGE: Research-Trajectory Hijacking Attacks on Deep Research Agents

This work presents FORGE (Fabricated Orchestrated Reasoning chain for aGent Exploitation), a two-level attack that combines intra-document reasoning fabrication with inter-document chain coordination to hijack subtask planning.

Yu-Ru Pan, Ziheng Zhang, Junxiang Lei et al. · arXiv.org · 1 citation

Preprint Aug 2026

EMAS: Stabilizing Multi-Agent System Evolution through Evidence-Guided Revision

Results show that EMAS can turn experience from new samples into reusable updates to MAS topology and prompts, and is best or tied in six of eight model--benchmark settings.

Chao Fei, Qingyi Si, Kaihua Liang et al. · 0 citations