SOTAVerified

Conformal Prediction

Conformal Prediction is a machine learning framework that provides valid measures of confidence for individual predictions. It offers a principled approach to quantify uncertainty in predictions without assuming any specific distribution for the data. This section features papers that explore various aspects of conformal prediction, including theoretical advancements, algorithmic developments, and applications across different domains.

Papers

Showing 351400 of 704 papers

TitleStatusHype
State-Dependent Conformal Perception Bounds for Neuro-Symbolic Verification of Autonomous Systems0
Exact and Approximate Conformal Inference for Multi-Output Regression0
Exchangeability, Conformal Prediction, and Rank Tests0
Explore until Confident: Efficient Exploration for Embodied Question Answering0
Statistical Guarantees in Data-Driven Nonlinear Control: Conformal Robustness for Stability and Safety0
Extreme Conformal Prediction: Reliable Intervals for High-Impact Events0
FACTER: Fairness-Aware Conformal Thresholding and Prompt Engineering for Enabling Fair LLM-Based Recommender Systems0
Statistical Guarantees in Synthetic Data through Conformal Adversarial Generation0
Correctness Coverage Evaluation for Medical Multiple-Choice Question Answering Based on the Enhanced Conformal Prediction Framework0
FAIR-SIGHT: Fairness Assurance in Image Recognition via Simultaneous Conformal Thresholding and Dynamic Output Repair0
Fair Uncertainty Quantification for Depression Prediction0
Stochastic Model Predictive Control of Charging Energy Hubs with Conformal Prediction0
Stochastic Online Conformal Prediction with Semi-Bandit Feedback0
Calibrated Predictive Lower Bounds on Time-to-Unsafe-Sampling in LLMs0
Federated Inference with Reliable Uncertainty Quantification over Wireless Channels via Conformal Prediction0
Strategic Conformal Prediction0
Conformalized Strategy-Proof Auctions0
Conformal prediction of future insurance claims in the regression problem0
Flow-based Conformal Prediction for Multi-dimensional Time Series0
Calibrated Physics-Informed Uncertainty Quantification0
Formal Verification and Control with Conformal Prediction0
Bridging conformal prediction and scenario optimization0
Foundation models for time series forecasting: Application in conformal prediction0
From Conformal Predictions to Confidence Regions0
From conformal to probabilistic prediction0
From Group-Differences to Single-Subject Probability: Conformal Prediction-based Uncertainty Estimation for Brain-Age Modeling0
From predictions to confidence intervals: an empirical study of conformal prediction methods for in-context learning0
Boost AI Power: Data Augmentation Strategies with unlabelled Data and Conformal Prediction, a Case in Alternative Herbal Medicine Discrimination with Electronic Nose0
Streamlining Conformal Information Retrieval via Score Refinement0
Game-Theoretic Defenses for Robust Conformal Prediction Against Adversarial Attacks in Medical Imaging0
Gaussian process interpolation with conformal prediction: methods and comparative analysis0
Generalization and Informativeness of Conformal Prediction0
Generalized Venn and Venn-Abers Calibration with Applications in Conformal Prediction0
GeoConformal prediction: a model-agnostic framework of measuring the uncertainty of spatial prediction0
Graph Sparsification for Enhanced Conformal Prediction in Graph Neural Networks0
Graph-Structured Feedback Multimodel Ensemble Online Conformal Prediction0
Group-Conditional Conformal Prediction via Quantile Regression Calibration for Crop and Weed Classification0
Group conditional validity via multi-group learning0
Guaranteed Coverage Prediction Intervals with Gaussian Process Regression0
Unveil Sources of Uncertainty: Feature Contribution to Conformal Prediction Intervals0
HappyMap: A Generalized Multi-calibration Method0
Urban Traffic Forecasting with Integrated Travel Time and Data Availability in a Conformal Graph Neural Network Framework0
Hierarchical Spatio-Temporal Uncertainty Quantification for Distributed Energy Adoption0
High-Dimensional Prediction for Sequential Decision Making0
UTOPIA: Universally Trainable Optimal Prediction Intervals Aggregation0
Bin-Conditional Conformal Prediction of Fatalities from Armed Conflict0
Human-Calibrated Automated Testing and Validation of Generative Language Models0
Validation of Conformal Prediction in Cervical Atypia Classification0
Image Super-Resolution with Guarantees via Conformalized Generative Models0
Beyond mirkwood: Enhancing SED Modeling with Conformal Predictions0
Show:102550
← PrevPage 8 of 15Next →

No leaderboard results yet.