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Papers
ENSUR: Equitable and Statistically Unbiased Recommendation
ICML 2025
Ensuring Class-Conditional Coverage for Pathological Workflows (Student Abstract)
AAAI 2025
Error-quantified Conformal Inference for Time Series
ICLR 2025
Guaranteed Prediction Sets for Functional Surrogate Models
UAI 2025
Improving the Statistical Efficiency of Cross-Conformal Prediction
ICML 2025
Multi-Dimensional Conformal Prediction
ICLR 2025
Predicate-Conditional Conformalized Answer Sets for Knowledge Graph Embeddings
ACL 2025
Probabilistic Conformal Prediction with Approximate Conditional Validity
ICLR 2025
Provably Reliable Conformal Prediction Sets in the Presence of Data Poisoning
ICLR 2025
Prune ’n Predict: Optimizing LLM Decision-making with Conformal Prediction
ICML 2025
Reliable Uncertainty Quantification in Machine Learning via Conformal Prediction
AAAI 2025
Robust Conformal Prediction with a Single Binary Certificate
ICLR 2025
SACP: Spatially-Adaptive Conformal Prediction in Uncertainty Quantification of Medical Image Segmentation
MIDL 2025
Sample then Identify: A General Framework for Risk Control and Assessment in Multimodal Large Language Models
ICLR 2025
SConU: Selective Conformal Uncertainty in Large Language Models
ACL 2025
Set Valued Predictions For Robust Domain Generalization
ICML 2025
Stochastic Online Conformal Prediction with Semi-Bandit Feedback
ICML 2025
Test-time Augmentation Improves Efficiency in Conformal Prediction
CVPR 2025
Valid Conformal Prediction for Dynamic GNNs
ICLR 2025
Volume Optimality in Conformal Prediction with Structured Prediction Sets
ICML 2025
Active, anytime-valid risk controlling prediction sets
NeurIPS 2024
An Information Theoretic Perspective on Conformal Prediction
NeurIPS 2024
API Is Enough: Conformal Prediction for Large Language Models Without Logit-Access
EMNLP 2024
Classification under Nuisance Parameters and Generalized Label Shift in Likelihood-Free Inference
ICML 2024
Conformal Inference for Online Prediction with Arbitrary Distribution Shifts
JMLR 2024