conformal prediction

208 papers

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ICP CP

Co-occurring keywords

uncertainty quantification (1365) prediction set (55) prediction interval (67) coverage guarantee (25) large language model (12755) quantile regression (94) risk control (13) online learning (1770) uncertainty estimation (639) statistical guarantee (32)

Papers

CUQDS: Conformal Uncertainty Quantification Under Distribution Shift for Trajectory Prediction AAAI 2025

Conformalized Interval Arithmetic with Symmetric Calibration AAAI 2025

Test-time Augmentation Improves Efficiency in Conformal Prediction CVPR 2025

Do Large Language Models Know When Not to Answer in Medical QA? EMNLP 2025

VAQUUM: Are Vague Quantifiers Grounded in Visual Data? ACL 2025

Conformal Prediction and MLLM aided Uncertainty Quantification in Scene Graph Generation CVPR 2025

CoAlign: Uncertainty Calibration of LLM for Geospatial Repartition ACL 2025

Conformal Prediction for Partial Label Learning AAAI 2025

Certainty in Uncertainty: Reasoning over Uncertain Knowledge Graphs with Statistical Guarantees EMNLP 2025

Conformal Prediction for Zero-Shot Models CVPR 2025

Towards Statistical Factuality Guarantee for Large Vision-Language Models EMNLP 2025

Are you sure? Measuring models bias in content moderation through uncertainty EMNLP 2025

Can We Detect Failures Without Failure Data? Uncertainty-Aware Runtime Failure Detection for Imitation Learning Policies RSS 2025

PersonalizedUS: Interpretable Breast Cancer Risk Assessment with Local Coverage Uncertainty Quantification AAAI 2025

Polysemantic Dropout: Conformal OOD Detection for Specialized LLMs EMNLP 2025

Analyzing Uncertainty of LLM-as-a-Judge: Interval Evaluations with Conformal Prediction EMNLP 2025

Two-stage Risk Control with Application to Ranked Retrieval IJCAI 2025

Beyond the Score: Uncertainty-Calibrated LLMs for Automated Essay Assessment EMNLP 2025

Conformal Thresholded Intervals for Efficient Regression AAAI 2025

THCM-CAL: Temporal-Hierarchical Causal Modelling with Conformal Calibration for Clinical Risk Prediction EMNLP 2025

ConformalSAM: Unlocking the Potential of Foundational Segmentation Models in Semi-Supervised Semantic Segmentation with Conformal Prediction ICCV 2025

A Conformal Risk Control Framework for Granular Word Assessment and Uncertainty Calibration of CLIPScore Quality Estimates ACL 2025

Zono-Conformal Prediction: Zonotope-Based Uncertainty Quantification for Regression and Classification Tasks JMLR 2025

Reliable Uncertainty Quantification in Machine Learning via Conformal Prediction AAAI 2025

Neuron Explanations for Conformal Prediction (Student Abstract) AAAI 2025