conformal prediction 1contrastive learning 1representation learning 1set prediction 1uncertainty quantification 1
From the 1 of 3 linked papers with an AI index.
3 papers
cs.LG2026
Contrastive Conformal Sets
Yahya Alkhatib, Wee Peng Tay
The paper introduces a method that combines contrastive learning with conformal prediction to create learnable geometric sets that guarantee a user‑specified coverage of positive s…
cs.LG2026
Conformal Unlearning: A New Paradigm for Unlearning in Conformal Predictors
Yahya Alkhatib, Muhammad Ahmar Jamal, Wee Peng Tay
Conformal unlearning aims to ensure that a trained conformal predictor miscovers data points with specific shared characteristics, such as those from a particular label class, asso…
cs.LG2025
Simple Graph Contrastive Learning via Fractional-order Neural Diffusion Networks
Yanan Zhao, Feng Ji, Kai Zhao +6
Graph Contrastive Learning (GCL) has recently made progress as an unsupervised graph representation learning paradigm. GCL approaches can be categorized into augmentation-based and…