data poisoning
nounDefinitions
The deliberate use of a training dataset with data designed to increase errors in the…
The deliberate use of a training dataset with data designed to increase errors in the output of a machine learning model.
- While data sanitization shows promise to defend against data poisoning, it is often impossible to validate every data source [14].
- Similarly, the Tay chatbot suffered from data poisoning. To mitigate data poisoning, it is important not to let any one group contribute too much data to a model.
- Data poisoning is one type of adversarial attack—where a user or group of users submit false data to influence the model toward a particular or incorrect prediction.
The neighborhood
Vish — recursive loop
No curated loop yet for data poisoning. Loops are being traced one word at a time while the ingestion pipeline matures.
sense glosses and etymology drawn from English Wiktionary · source · CC-BY-SA