Results for "testing framework"
Automated testing and deployment processes for models and data workflows, extending DevOps to ML artifacts.
Stress-testing models for failures, vulnerabilities, policy violations, and harmful behaviors before release.
Artificial environment for training/testing agents.
Testing AI under actual clinical conditions.
A conceptual framework describing error as the sum of systematic error (bias) and sensitivity to data (variance).
Framework for reasoning about cause-effect relationships beyond correlation, often using structural assumptions and experiments.
A formal privacy framework ensuring outputs do not reveal much about any single individual’s data contribution.
A theoretical framework analyzing what classes of functions can be learned, how efficiently, and with what guarantees.
Formal framework for sequential decision-making under uncertainty.
Framework for identifying, measuring, and mitigating model risks.
GNN framework where nodes iteratively exchange and aggregate messages from neighbors.
US framework for AI risk governance.
Mathematical framework for controlling dynamic systems.
Controlled experiment comparing variants by random assignment to estimate causal effects of changes.
Simulating adverse scenarios.