Research

Towards Reliable Machine Learning (ML) in the Wild 

• Q1) How can we estimate the population density?

  • R1) Generative Models

• Q2) How can we increase the intelligence of ML?

  • R2) Agentic AI

• Q3) How can we make people trust ML?

  • R3) Trustworthy AI

R1) Generative Models

• Representation Learning in DGMs 

• Disentanglement and Controllability in DGMs 

• Robust and Invariant Generative Models

R2) Agentic AI

• Agentic AI with Advanced Reasoning Capabilities

• Robust and Adaptive Foundation Models

• Interactive Decision-Making with Foundation Models

R3) Trustworthy AI

• Causal Representation Learning

• Bayesian Foundation Models

• Mechanistic Interpretability in Foundation Models