aidecentralized/InferenceBenchmarkmain 7 Branches 0 Tags Code Folders and filesLatest commit tremblerz Update README.md to anonymize f432656· Mar 8, 2024 History91 Commits public minor changes Jun 15, 2021 src Merge branch 'main' into discriminatorAttack Jun 16, 2022...
Attack model: 1⃣️ 构造Shadow model:单独对每个类别创建一个Shadow model用来模仿目标模型Target的某一个类别,做的是二分类,即是否属于该类别,得到Shadow model的prediction结果,标记data record 是in或out【其中k表示类别数量】(下图左) 2⃣️ 构造Attack Training Set:根据Shadow model查询标记data record ...
Regularization Reference AI与安全之Attack AI(5)偷人又偷心,破坏机器学习模型机密性的三种手法3.The third one of attacks MemGuard: Defending against Black-Box Membership Inference Attacks via Adversarial Examples [CCS’19] MemGuard: Defending against Black-Box Membership Inference Attacks via Adversarial.....
従来型の AI リスク 説明 トレーニングされたモデルとデータ・サンプルが与えられると、攻撃者は入力スペースを適切にサンプリングし、出力を観察して、そのサンプルがモデルのトレーニングの一部であったかどうかを推測します。 これは、メンバーシップ推論攻撃と呼ばれます。
Since the immune response must correctly allocate the available resources in order to attack an antigen with its best available antibody while trying to learning an even better one, the reproduction rate of each immune cell must be carefully determined. This paper presents a novel fuzzy inference ...
最近研究了一下AI安全方面的成员推理攻击,发现了两篇论文,感觉比较重要,在此记录一下。 Membership Inference Attacks and Defenses in Supervised Learning via Generalization Gap 成员推断攻击的性能和模型在训练集和测试集的性能gap(模型的泛化能力)有密切的关系。首先介绍下Baseline attack:当且仅当分类器在x上预测...
This is the official repository for the ACM CCS 2024 paper "SeqMIA: Sequential-Metric Based Membership Inference Attack" by Hao Li, Zheng Li, Siyuan Wu, Chengrui Hu, Yutong Ye, Min Zhang, Dengguo Feng, and Yang Zhang. - GitHub - AIPAG/SeqMIA: This is th
The integration of Artificial Intelligence (AI) algorithms in edge computing enables an edge device to continuously infer or predict based on the data received, and this is known as Inference at the Edge. Inference at the edge enables data-gathering devices, such as sensors, cameras, and m...
As an output, it indicates the number of valid values in the buffer. DSMI_TS_SUB_CMD_FFTS_TYPE unsigned int sizeof(unsigned int) For Ascend 310P AI Processors, this API provides the attack defense function. Do not use it concurrently with too many other APIs capable of attack defense...
Download Report: 2024 Gartner® Cool Vendors™ in AI Engineering'(Promoted) Current methods like Medusa and Lookahead have been designed to introduce more efficient speculative decoding approaches. These approaches aim to train smaller draft...