Tag: Uncertainty Quantification
Browse our exclusive articles!
ConformaDecompose: Localizing Uncertainty in ML Predictions
Discover ConformaDecompose, a framework that explains and localizes uncertainty in machine learning predictions for improved interpretability.
Robust Conformal Prediction for LLMs Using Internal Data
Enhance LLM reliability with robust conformal prediction leveraging internal representations for better uncertainty quantification and cross-domain perform...
Probabilistic Multi-Modal Traffic Forecasting with GMM
Enhance traffic predictions using a universal multi-modal probabilistic model with Gaussian Mixture Layers for accurate, uncertainty-aware forecasting.
UI-Zoomer: Adaptive Uncertainty-Driven Zoom for GUI Grounding
Boost GUI element localization with UI-Zoomer, an adaptive zoom-in method using uncertainty quantification. No extra training needed, improves accuracy up...
Quantifying Uncertainty in Large Reasoning Models
Discover robust methods to quantify and understand uncertainty in large reasoning models with theoretical guarantees and improved reliability.