2 papers
cs.LG2026
Geometric Manifold Rectification for Imbalanced Learning
Xubin Wang, Qing Li, Weijia Jia
Imbalanced classification presents a formidable challenge in machine learning, particularly when tabular datasets are plagued by noise and overlapping class boundaries. From a geom…
cs.LG2025
Cognitive Edge Computing: A Comprehensive Survey on Optimizing Large Models and AI Agents for Pervasive Deployment
Xubin Wang, Qing Li, Weijia Jia
This article surveys Cognitive Edge Computing as a practical and methodical pathway for deploying reasoning-capable Large Language Models (LLMs) and autonomous AI agents on resourc…