Xubin Wang
Scholar

Xubin Wang

Google Scholar ID: RAYX2PAAAAAJ
BNU-BNBU Institute of Artificial Intelligence and Future Networks
Machine LearningEvol./Reinf. LearningIntelligent ComputingData MiningLarge Language Models
Citations & Impact
All-time
Citations
214
 
H-index
6
 
i10-index
5
 
Publications
11
 
Co-authors
1
list available
Resume (English only)
Academic Achievements
  • Representative work spans large model prompting & selection, evolutionary feature learning, biomedical classification & pathway modeling, and edge/on-device inference. Publications appear in venues such as ICML, TKDE, TCBB, CSUR, KBS; several results received media coverage.
Research Experience
  • Research topics include self-evolution of AI models and agents under resource constraints, and evolutionary machine intelligence and its applications. Specific projects include:
  • - Reinforced Diverse Example Selector (RDES, ICML'25)
  • - RAG-QA-Generator
  • - Self-Adaptive Differential Evolution (SaWDE, KBS'22)
  • - Multi-Task Evolutionary Learning (MEL, TKDE'24)
  • - Feature Weighting Particle Swarm Optimization (FWPSO, BIBM'22)
  • - Ensemble-Based Optimized Feature Selection (EODE, TCBB'24)
Background
  • Research focuses on foundation models and collaborative intelligence between large and compact models, aiming to make powerful capabilities deployable under real-world constraints (latency, memory, privacy). Technically, combines evolutionary optimization, multi-task feature selection, and reinforcement learning with representation compression to enhance generalization across heterogeneous, high-dimensional biomedical and textual datasets.
Miscellany
  • Collaboration welcome.