SHORT COURSE & TUTORIALS

Inferential Machine Learning: Towards Human-collaborative Foundation Models

Inferential Machine Learning: Towards Human-collaborative Vision and Language Models

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