← Search

Yuanyuan Li

6 accepted papers

2026

Domain-Shift-Aware Conformal Prediction for Large Language Models

ICML 2026poster

Large language models have achieved impressive performance across diverse tasks. However, their tendency to produce overconfident and factually incorrect outputs, known as hallucinations, poses risks in real world applications. Conformal prediction provides finite-sample, distribution-free coverage …

Cited by 0SourceScholar
2025

Neural Point Processes for Pixel-wise Regression

AISTATS 2025poster

We study pixel-wise regression problems with sparsely annotated images. Traditional regression methods based on mean squared error emphasize pixels with labels, leading to distorted predictions in unlabeled areas. To address this limitation, we introduce Neural Point Processes, a novel approach that…

Cited by 0SourceScholar