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