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11na-11
Dp

Poison

Severity8/10

Data Poisoning

Attack involving the deliberate injection of malicious or manipulated data into the training set to introduce unwanted behaviors, backdoors, or specific biases into the model.

Periodic recordSecurityarXiv2020

Evgenios M. Kornaropoulos, Silei Ren, Roberto Tamassia

Mitigation Strategy

Cryptographic verification of data integrity via hashing, implementation of Data Provenance systems, statistical filtering of outliers, and dataset audits.

Atomic Number

11

Dp

Risk ID

na-11

Severity

8/10

Severity Level

11
Critical Risk
Security
na-11
Dp

Poison

Data Poisoning

RiesgosIA.org
Security • #11

Data Poisoning

Dp
Severity Level8/10

Definition

Attack involving the deliberate injection of malicious or manipulated data into the training set to introduce unwanted behaviors, backdoors, or specific biases into the model.

Mitigation Strategy

Cryptographic verification of data integrity via hashing, implementation of Data Provenance systems, statistical filtering of outliers, and dataset audits.

Notes / Observations

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RiesgosIA.org • Periodic Table of AI RisksRiesgosIA.org