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Towards autonomous, self-evolving, and trustworthy AI for grand challenges and knowledge discovery.
Q1) How can AI learn the world and create new possibilities? Foundation & Generative Model
Q2) How can AI solve complex problems and improve through experience? Agentic & Self-Evolving Systems
Q3) When and why can we trust AI’s predictions, explanations, and actions? Trustworthy AI
Model Capability
R1) Foundation & Generative Models
Advanced Foundation Model Architectures
Multimodal & Multiscale Representation Learning
Generative Modeling & Inverse Design
Autonomous Agency
R2) Agentic & Self-Evolving Systems
Agentic Reasoning & Planning
Autonomous Interaction & Execution
Continual Learning & Self-Evolution
Trustworthiness
R3) Trustworthy AI
Statistical Guarantees
Causal Inference & Discovery
Mechanistic Interpretability
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