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people:david [2021/03/13 12:59]
David Peer
people:david [2022/02/16 09:10]
David Peer
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 === Areas of Interest === === Areas of Interest ===
 ---- ----
-  * Understanding ​the gap between expressivity and learnability of neural networks ​([[https://​arxiv.org/​abs/​1905.08744|1]],​ [[https://​arxiv.org/​abs/​2011.02956|2]],​ [[https://​preregister.science/​papers_20neurips/​55_paper.pdf|3]],​ [[https://​www.sciencedirect.com/​science/​article/​pii/​S2665963821000014|4]],​ [[https://​arxiv.org/​abs/​2103.04331|5]],​ [[https://​arxiv.org/​abs/​2102.11944|6]])\\ +My main interest is to improve state-of-the art results in machine-learning by understanding ​the gap between expressivity and learnability of neural networks ​that seems to be huge. Here is a list of the publications in this research direction where I'm first- or co-author where we used different theoretically motivated algorithms to improve SOTA: [[https://​arxiv.org/​abs/​1905.08744|1]],​ [[https://​arxiv.org/​abs/​2011.02956|2]],​ [[https://​preregister.science/​papers_20neurips/​55_paper.pdf|3]],​ [[https://​www.sciencedirect.com/​science/​article/​pii/​S2665963821000014|4]],​ [[https://​arxiv.org/​abs/​2103.04331|5]],​ [[https://​arxiv.org/​abs/​2102.11944|6]][[https://arxiv.org/​abs/​2105.14839|7]] [[https://​arxiv.org/​abs/​2104.07393|8]] [[https://arxiv.org/abs/​2201.11091|9]]\\
-  * Topics: ​[[https://www.cs.huji.ac.il/~shais/UnderstandingMachineLearning/|Learning Theory]], Deep Learning, Machine Learning, Natural language processing ​\\ +
-  * Hobbies: Climbing, hiking, trumpet etc.+
  
 === Positions === === Positions ===
people/david.txt · Last modified: 2022/02/16 09:11 by David Peer