Research
Web & Information Retrieval
- • Search-augmented LLMs and agentic information retrieval
- • Reasoning models with verifiable and knowledge-grounded training
- • Conversational and interactive search/recommender systems
Data-Driven Prediction & Decision-Making
- • Explainable forecasting by integrating heterogeneous and external data
- • LLM-driven insight discovery for data-grounded decision-making
- • Ontology engineering for causally explainable decision-making
- • Predictive and decision-making agents that learn from environmental feedback
Personalized & User-Centric AI
- • LLM-driven user modeling, profiling, and persona simulation
- • Personalized reward modeling and diagnostic feedback
- • Benchmarking and evaluation of personalized search, recommendation, and agents