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Home/Authors/Toan Tran

Toan Tran

1 indexed paper

Recent (6 mo)
1
With code
0
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Publications per year

1
26

Top categories

Crypto×1ML×1

Frequent co-authors

Olivera Kotevska1×
Li Xiong1×

Research Timeline

2026
Automated Membership Inference Attacks: Discovering MIA Signal Computations using LLM Agents

The paper introduces AutoMIA, a novel framework that uses LLM agents to automate the discovery and implementation of Membership Inference Attacks (MIAs), achieving state-of-the-art performance by systematically exploring attack strategies.

Highlighted terms show continued research focus across papers

Papers

cs.CRcs.LGRecentMar 19, 2026

Automated Membership Inference Attacks: Discovering MIA Signal Computations using LLM Agents

Toan Tran, Olivera Kotevska, Li Xiong

The paper introduces AutoMIA, a novel framework that uses LLM agents to automate the discovery and implementation of Membership Inference Attacks (MIAs), achieving state-of-the-art performance by syst…

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