# wandb
4 articlestagged with “wandb”
Attacking Experiment Tracking Systems
Techniques for exploiting experiment tracking platforms like MLflow, Weights & Biases, Neptune, and CometML, including data exfiltration, metric manipulation, experiment injection, and leveraging tracking metadata for reconnaissance.
Poisoning Model Registries
Advanced techniques for attacking model registries like MLflow, Weights & Biases, and Hugging Face Hub, including model replacement attacks, metadata manipulation, artifact poisoning, and supply chain compromise through registry infrastructure.
Experiment Tracking Security
Security risks in ML experiment tracking systems: what gets logged, what is sensitive, and how tracking platforms become high-value targets for attackers seeking intellectual property and pipeline access.
Weights & Biases Attack Surface
Security analysis of Weights & Biases (W&B/wandb): API key exposure, experiment data leakage, team boundary violations, artifact poisoning, and attack techniques specific to the W&B platform.