Research

Real-world Data to Artificial Intelligence

  • • LLM-driven insight discovery and decision making
  • • User modeling, profiling, and simulation for personalized AI
  • • AI agents for manufacturing, industrial processes, and operational optimization
  • • Prediction, forecasting, anomaly detection, and intelligent monitoring

Large Language Models

  • • Advancing knowledge integration and reasoning capabilities of LLMs
  • • Reward modeling, evaluation, and benchmarking for reliable LLMs
  • • On-device and edge LLMs for lightweight, efficient, and privacy-preserving intelligence

Information Retrieval & Recommendation

  • • Representation learning and data encoders for retrieval and recommendation
  • • Reasoning-aware and explainable search/recommender systems
  • • Conversational and interactive search/recommender systems