2 - FAU MoD Course (2/5): Frequency Principle/Spectral Bias [ID:57604]

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01:43:23 Min

Aufnahmedatum

2025-05-05

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2025-05-06 07:37:48

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en-US

Date: Fri. – Thu. May 2 – 8, 2025
FAU MoD Course: Towards a Mathematical Foundation of Deep Learning: From Phenomena to Theory
Session 2: Frequency Principle/Spectral Bias
Speaker: Prof. Dr. Yaoyu Zhang
Affiliation: Institute of Natural Sciences & School of Mathematical Sciences, Shanghai Jiao Tong University
Organizer: FAU MoD, Research Center for Mathematics of Data at FAU, Friedrich-Alexander-Universität Erlangen-Nürnberg
Overall, this course serves as a gateway to the vibrant field of deep learning theory, inspiring participants to contribute fresh perspectives to its advancement and application.
Session Titles:
1. Mysteries of Deep Learning
2. Frequency Principle/Spectral Bias
3. Condensation Phenomenon
4. From Condensation to Loss Landscape Analysis
5. From Condensation to Generalization Theory
 

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FAU FAU MoD FAU MoD Course deep learning Bias Frequency artificial intelligence
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