SHORT COURSE & TUTORIALS
Inferential Machine Learning: Towards Human-collaborative Vision and Language Models
[Slides TBD]
Inferential Machine Learning: Towards Human-collaborative Foundation Models
Robust Neural Networks: Towards Explainability, Uncertainty, and Intervenability
Robust Image Understanding: Towards Explainability, Uncertainty, and Intervenability
Title: Robustness at Inference: Towards Explainability, Uncertainty, and Intervenability
Formalizing Robustness in Neural Networks: Explainability, Uncertainty, and Intervenability
Robustness at Inference: Towards Explainability, Uncertainty, and Intervenability
Robust Neural Networks: Explainability, Uncertainty, and Intervenability
A Multi-Faceted View of Gradients in Neural Networks: Extraction, Interpretation and Applications in Image Understanding
