conformal prediction

208 papers

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Also known as

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

Progressive Exploration-Conformal Learning for Sparsely Annotated Object Detection in Aerial Images NIPS 2024

Generalized Fast Exact Conformalization NIPS 2024

Introspective Planning: Aligning Robots' Uncertainty with Inherent Task Ambiguity NIPS 2024

Non-Exchangeable Conformal Language Generation with Nearest Neighbors EACL 2024

Two fundamental limits for uncertainty quantification in predictive inference COLT 2024

Active, anytime-valid risk controlling prediction sets NIPS 2024

Conformalized Deep Splines for Optimal and Efficient Prediction Sets AISTATS 2024

CICLe: Conformal In-Context Learning for Largescale Multi-Class Food Risk Classification ACL 2024

Boosted Conformal Prediction Intervals NIPS 2024

Recursively feasible shrinking-horizon MPC in dynamic environments with conformal prediction guarantees L4DC 2024

Similarity-Navigated Conformal Prediction for Graph Neural Networks NIPS 2024

Towards Human-AI Complementarity with Prediction Sets NIPS 2024

Explore until Confident: Efficient Exploration for Embodied Question Answering RSS 2024

Conformal Contextual Robust Optimization AISTATS 2024

Kandinsky Conformal Prediction: Efficient Calibration of Image Segmentation Algorithms CVPR 2024

Verifiably Robust Conformal Prediction NIPS 2024

API Is Enough: Conformal Prediction for Large Language Models Without Logit-Access EMNLP 2024

Verification of neural reachable tubes via scenario optimization and conformal prediction L4DC 2024

Streamlining Conformal Information Retrieval via Score Refinement EMNLP 2024

Conformal Alignment: Knowing When to Trust Foundation Models with Guarantees NIPS 2024

Conformal Intent Classification and Clarification for Fast and Accurate Intent Recognition NAACL 2024

ConU: Conformal Uncertainty in Large Language Models with Correctness Coverage Guarantees EMNLP 2024

Selective Generation for Controllable Language Models NIPS 2024

Probabilistic Conformal Distillation for Enhancing Missing Modality Robustness NIPS 2024

Uncertainty quantification and robustification of model-based controllers using conformal prediction L4DC 2024