prediction set

CoFineLLM: Conformal Finetuning of LLMs for Language-Instructed Robot Planning L4DC 2026 Conformal Risk Minimization with Variance Reduction UAI 2026 Cost-Sensitive Conformal Training with Provably Controllable Learning Bounds AAAI 2026 Efficient Federated Conformal Prediction with Group-Conditional Guarantee UAI 2026 Minimum-Length Conformal Prediction Sets for Ordinal Classification AAAI 2026 Optimal Conformal Prediction under Epistemic Uncertainty UAI 2026 Performance of Conformal Prediction in Capturing Aleatoric Uncertainty WACV 2026 Quantifying and Improving Adaptivity in Conformal Prediction Through Input Transformations AAAI 2026 Reliable Conformal Prediction for Ordinal Classification Using the Ranked Probability Score UAI 2026 Score-Based Diffusion Priors for Adaptive Conformal Inference under Distribution Shift UAI 2026 Symmetric Aggregation of Conformity Scores for Efficient Uncertainty Sets AAAI 2026 Universality of conformal prediction under the assumption of randomness ALT 2026 Adapting Prediction Sets to Distribution Shifts Without Labels UAI 2025 Bridging Fairness and Efficiency in Conformal Inference: A Surrogate-Assisted Group-Clustered Approach ICML 2025 Conformal Generative Modeling with Improved Sample Efficiency through Sequential Greedy Filtering ICLR 2025 Conformal Prediction and MLLM aided Uncertainty Quantification in Scene Graph Generation CVPR 2025 Conformal Prediction Sets Can Cause Disparate Impact ICLR 2025 Conformal Prediction without Nonconformity Scores UAI 2025 Conformal Structured Prediction ICLR 2025 Conformal Thresholded Intervals for Efficient Regression AAAI 2025 Conformity Score Averaging for Classification ICML 2025 CUGF: A Reliable and Fair Recommendation Framework AAAI 2025 Decision Theoretic Foundations for Conformal Prediction: Optimal Uncertainty Quantification for Risk-Averse Agents ICML 2025 Efficient Robust Conformal Prediction via Lipschitz-Bounded Networks ICML 2025 Enhancing Trustworthiness of Graph Neural Networks with Rank-Based Conformal Training AAAI 2025