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A curated list of papers of interesting empirical study and insight on deep learning. Continually updating...

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Curated Resources
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Empirical StudyNeural CollapseDeep Double DescentLottery Ticket HypothesisEmergence and Phase TransitionsInteractions with NeuroscienceInformation BottleneckNeural Tangent KernelOthersRelated Resources

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What's inside

Empirical Study

Neural Collapse

Deep Double Descent

Lottery Ticket Hypothesis

  • [paper]Lottery Ticket Hypothesis: 2022

  • [paper]Lottery Ticket Hypothesis: 2019

  • [paper]Lottery Ticket Hypothesis: 2025

  • [paper]Lottery Ticket Hypothesis: 2024

  • [paper]Lottery Ticket Hypothesis: 2023

  • [paper]Lottery Ticket Hypothesis: 2023

Emergence and Phase Transitions

  • [paper]Emergence and Phase Transitions: 2023

  • [paper]Emergence and Phase Transitions: 2023

  • [paper]Emergence and Phase Transitions: 2022

  • [paper]Emergence and Phase Transitions: 2025

  • [paper]Emergence and Phase Transitions: 2023

Interactions with Neuroscience

  • [paper]Interactions with Neuroscience: 2020

  • [paper]Interactions with Neuroscience: 2021

  • [paper]Interactions with Neuroscience: 2022

  • [paper]Interactions with Neuroscience: 2021

Information Bottleneck

  • [paper]Information Bottleneck: 2020

  • [paper]Information Bottleneck: 2017

Showing a sample of 592 resources. View the full list on GitHub →