Sangwoo Mo - Research

Research Topics

1. Structural Priors for Effective Learning

Encode domain-specific structures to improve performance and interpretability

- Visual structure (image):

- Temporal structure (video, language):

- Structured reasoning (gen models):

- Physical structure (robotics):

- Relational structure (graph, table):

2. Statistical Priors for Reliable Learning

Estimate and leverage dataset statistics to improve robustness and generalization

- Robust representation (outlier, etc):

- Reliable generation (fairness, etc.):

- Extension to novel domains:

- Adaptation to novel contexts:

- Analyzing & leveraging foundation models:

- Neural architecture design:

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