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cs.LG2024
FERERO: A Flexible Framework for Preference-Guided Multi-Objective Learning
Lisha Chen, AFM Saif, Yanning Shen +1
Finding specific preference-guided Pareto solutions that represent different trade-offs among multiple objectives is critical yet challenging in multi-objective problems. Existing…
cs.LG2024
Multi-model Ensemble Conformal Prediction in Dynamic Environments
Erfan Hajihashemi, Yanning Shen
Conformal prediction is an uncertainty quantification method that constructs a prediction set for a previously unseen datum, ensuring the true label is included with a predetermine…