statistical guarantees
Statistical guarantees refer to the assurances provided by theoretical underpinnings regarding the performance and reliability of a model or algorithm. These guarantees often arise from statistical learning theory and influence trust in deploying models.
- Active Measurement: Efficient Estimation at Scale
- AdaDetectGPT: Adaptive Detection of LLM-Generated Text with Statistical Guarantees
- Conformal Mixed-Integer Constraint Learning with Feasibility Guarantees
- Few-Shot Knowledge Distillation of LLMs With Counterfactual Explanations
- Heterogeneous Diffusion Structure Inference for Network Cascade
- Partial Correlation Network Estimation by Semismooth Newton Methods
- Statistical Analysis of the Sinkhorn Iterations for Two-Sample Schr\"{o}dinger Bridge Estimation
- Statistical Guarantees for High-Dimensional Stochastic Gradient Descent