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Jinyan Cai

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Aug 2026

CITP: Cross-instance targeted perturbations.

A generative adversarial framework named CITP for generating cross-instance targeted perturbations that leverages shared features among instances of the same class to produce perturbations that can be transferred to other instances within that class.

Jinyan Cai, Weihao Zhao, Hong-Liang Liang et al. · 0 citations
Review Open access 2026

DeepResearch: A Survey of LLM-based Research Agents

A taxonomy of core techniques, a layered system architecture and architectural paradigms, reviews representative implementations and applications, and highlights open challenges and future directions are provided.

Jinyan Cai · 0 citations

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