Chuan Wu

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

MR.PEA: The Meta-Reasoning Prompt Engineering Agent

GNNUpdater: Adaptive Self-Triggered Training Framework on Dynamic Graphs

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

Structuring Semantic Embeddings for Principle Evaluation: A Kernel-Guided Contrastive Learning Approach

TreeSynth: Synthesizing Diverse Data from Scratch via Tree-Guided Subspace Partitioning

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

MoS: Unleashing Parameter Efficiency of Low-Rank Adaptation with Mixture of Shards

Forewarned is Forearmed: Harnessing LLMs for Data Synthesis via Failure-induced Exploration

ProReason: Multi-Modal Proactive Reasoning with Decoupled Eyesight and Wisdom

QSpec: Speculative Decoding with Complementary Quantization Schemes

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