conftrace_

prediction set

57 papers

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Co-occurring keywords

conformal prediction (215) uncertainty quantification (1393) coverage guarantee (26) coverage probability (10) large language model (13587) graph neural network (3962) distribution shift (722) node classification (482) prediction interval (67) uncertainty estimation (648)

Papers

Minimum-Length Conformal Prediction Sets for Ordinal Classification AAAI 2026
Cost-Sensitive Conformal Training with Provably Controllable Learning Bounds AAAI 2026
Performance of Conformal Prediction in Capturing Aleatoric Uncertainty WACV 2026
Quantifying and Improving Adaptivity in Conformal Prediction Through Input Transformations AAAI 2026
Universality of conformal prediction under the assumption of randomness ALT 2026
Symmetric Aggregation of Conformity Scores for Efficient Uncertainty Sets AAAI 2026
Reliable Uncertainty Quantification in Machine Learning via Conformal Prediction AAAI 2025
SConU: Selective Conformal Uncertainty in Large Language Models ACL 2025
Conformal Prediction and MLLM aided Uncertainty Quantification in Scene Graph Generation CVPR 2025
Test-time Augmentation Improves Efficiency in Conformal Prediction CVPR 2025
Predicate-Conditional Conformalized Answer Sets for Knowledge Graph Embeddings ACL 2025
Enhancing Trustworthiness of Graph Neural Networks with Rank-Based Conformal Training AAAI 2025
CUGF: A Reliable and Fair Recommendation Framework AAAI 2025
Conformal Thresholded Intervals for Efficient Regression AAAI 2025
Ensuring Class-Conditional Coverage for Pathological Workflows (Student Abstract) AAAI 2025
SACP: Spatially-Adaptive Conformal Prediction in Uncertainty Quantification of Medical Image Segmentation MIDL 2025
Conformalized Deep Splines for Optimal and Efficient Prediction Sets AISTATS 2024
Coverage-Guaranteed Prediction Sets for Out-of-Distribution Data AAAI 2024
ConU: Conformal Uncertainty in Large Language Models with Correctness Coverage Guarantees EMNLP 2024
Conformal Inference for Online Prediction with Arbitrary Distribution Shifts JMLR 2024
API Is Enough: Conformal Prediction for Large Language Models Without Logit-Access EMNLP 2024
Verifiably Robust Conformal Prediction NIPS 2024
Towards Human-AI Complementarity with Prediction Sets NIPS 2024
Towards Modeling Uncertainties of Self-Explaining Neural Networks via Conformal Prediction AAAI 2024
On the Expected Size of Conformal Prediction Sets AISTATS 2024