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1
Introduction
2
Why do we need model explanation
3
General design approaches
4
Pros and cons
5
desirable properties
6
general idea
7
general setup
8
Medical Imaging
9
Toy Example
10
Performance Comparison
11
Transferability
12
Fine Tuning
13
Performance
14
Conclusion
Description:
Explore a 32-minute lecture from the Computational Genomics Summer Institute (CGSI) 2023 on dividing and conquering symbolic models from black box systems for more efficient domain adaptation. Delve into the importance of model explanation, general design approaches, pros and cons, desirable properties, and the general idea and setup. Examine applications in medical imaging through a toy example, comparing performance, transferability, and fine-tuning. Gain insights from related research papers to enhance understanding of the topic.

Divide and Conquer: Carving Out Symbolic Models from BlackBox for More Efficient Domain Adaptation

Computational Genomics Summer Institute CGSI
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