Junwei Su

Full-Graph vs. Mini-Batch Training: Comprehensive Analysis from a Batch Size and Fan-Out Size Perspective

GNNUpdater: Adaptive Self-Triggered Training Framework on Dynamic Graphs

Learning under Quantization for High-Dimensional Linear Regression

When Do Multi-Agent Systems Outperform? Analysing the Learning Efficiency of Agentic Systems

Conformal Non-Coverage Risk Control (CNCRC): Risk-Centric Guarantees for Predictive Safety in High-Stakes Settings

Structural Error Patterns Matter: Towards More Structure-aware GNN Evaluation and Training

A Non-Asymptotic Convergent Analysis for Scored-Based Graph Generative Model via a System of Stochastic Differential Equations

SBGD: Improving Graph Diffusion Generative Model via Stochastic Block Diffusion

On the Interplay between Graph Structure and Learning Algorithms in Graph Neural Networks