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awesome-deep-phenomena
A curated list of papers of interesting empirical study and insight on deep learning. Continually updating...
https://github.com/MinghuiChen43/awesome-deep-phenomena
Last synced: 3 days ago
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Empirical Study
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Empirical Study: 2024
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Empirical Study: 2023
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Empirical Study: 2022
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Empirical Study: 2021
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Empirical Study: 2020
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Empirical Study: 2019
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Empirical Study: 2018
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Empirical Study: 2017
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Empirical Study: 2016
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Interactions with Neuroscience
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Interactions with Neuroscience: 2023
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- [paper - probing-paper)
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Interactions with Neuroscience: 2019
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- [paper - lab/RetinalResources)
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Emergence and Phase Transitions: 2020
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Interactions with Neuroscience: 2022
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Interactions with Neuroscience: 2021
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Interactions with Neuroscience: 2020
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Interactions with Neuroscience: 2018
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Interactions with Neuroscience: 2017
- [paper - recognition)
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Related Resources
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Others: 2016
- Awesome Information Bottleneck Paper List - DEEP/Awesome-Information-Bottleneck) ![ ](https://img.shields.io/github/last-commit/ZIYU-DEEP/Awesome-Information-Bottleneck)
- Neural Tangent Kernel Papers - Papers) ![ ](https://img.shields.io/github/last-commit/kwignb/NeuralTangentKernel-Papers)
- Awesome Feature Learning in Deep Learning Theory - Feature-Learning-in-Deep-Learning-Thoery) ![ ](https://img.shields.io/github/last-commit/WeiHuang05/Awesome-Feature-Learning-in-Deep-Learning-Thoery)
- Awesome Trustworthy Deep Learning - trustworthy-deep-learning) ![ ](https://img.shields.io/github/last-commit/MinghuiChen43/awesome-trustworthy-deep-learning)
- Off the Convex Path Blog
- Francis Bach: Machine Learning Research Blog
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- John Langford: Machine Learning (Theory) Blog
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Lottery Ticket Hypothesis
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Lottery Ticket Hypothesis: 2024
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Deep Double Descent: 2018
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Lottery Ticket Hypothesis: 2023
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Lottery Ticket Hypothesis: 2022
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Lottery Ticket Hypothesis: 2021
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Lottery Ticket Hypothesis: 2020
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Lottery Ticket Hypothesis: 2019
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Lottery Ticket Hypothesis: 2018
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Neural Collapse
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Deep Double Descent
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Neural Collapse: 2020
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Deep Double Descent: 2023
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Deep Double Descent: 2022
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Deep Double Descent: 2021
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Deep Double Descent: 2020
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Deep Double Descent: 2019
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Deep Double Descent: 2018
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Others
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Others: 2017
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Others: 2016
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Others: 2023
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- [paper - inductivebiasesharmlessinterpolation)
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- [paper - bias-complexity)
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Others: 2022
- [paper - pac-bayes)
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- [paper - mae)
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- [paper - epfl/regressionsphere)
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Others: 2021
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Others: 2024
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Others: 2020
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Others: 2019
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Others: 2018
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- [paper - training-CNN)
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- [paper - as-gps/convnets-as-gps)
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- [paper - research/mean-field-cnns)
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- [paper - parametrization)
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- [paper - and-Intelligent-Systems/Analytical-Learning-Theory)
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- [paper - andr/relu_networks_overconfident)
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Emergence and Phase Transitions
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Lottery Ticket Hypothesis: 2018
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Emergence and Phase Transitions: 2023
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Emergence and Phase Transitions: 2022
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Emergence and Phase Transitions: 2021
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Emergence and Phase Transitions: 2020
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Emergence and Phase Transitions: 2024
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Information Bottleneck
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Interactions with Neuroscience: 2017
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Information Bottleneck: 2023
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Information Bottleneck: 2022
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Information Bottleneck: 2021
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Information Bottleneck: 2020
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Information Bottleneck: 2019
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Information Bottleneck: 2018
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Information Bottleneck: 2017
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- Previous work - Plane visualization of DNNs.
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Neural Tangent Kernel
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Information Bottleneck: 2017
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Neural Tangent Kernel: 2023
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Neural Tangent Kernel: 2022
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Neural Tangent Kernel: 2021
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Neural Tangent Kernel: 2020
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Neural Tangent Kernel: 2019
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Neural Tangent Kernel: 2018
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Neural Tangent Kernel: 2024
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Categories
Sub Categories
Interactions with Neuroscience: 2019
63
Others: 2023
57
Interactions with Neuroscience: 2023
50
Others: 2022
46
Empirical Study: 2024
30
Others: 2018
25
Others: 2024
22
Lottery Ticket Hypothesis: 2022
21
Others: 2021
17
Lottery Ticket Hypothesis: 2020
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Others: 2019
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Empirical Study: 2019
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Empirical Study: 2022
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Others: 2020
15
Empirical Study: 2023
14
Emergence and Phase Transitions: 2022
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Others: 2016
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Lottery Ticket Hypothesis: 2021
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Interactions with Neuroscience: 2022
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Emergence and Phase Transitions: 2023
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Empirical Study: 2020
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Empirical Study: 2021
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Others: 2017
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Neural Tangent Kernel: 2023
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Lottery Ticket Hypothesis: 2023
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Lottery Ticket Hypothesis: 2019
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Deep Double Descent: 2020
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Neural Tangent Kernel: 2021
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Neural Tangent Kernel: 2020
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Information Bottleneck: 2021
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Neural Tangent Kernel: 2022
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Interactions with Neuroscience: 2020
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Information Bottleneck: 2020
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Empirical Study: 2018
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Neural Collapse: 2022
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Lottery Ticket Hypothesis: 2018
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Neural Collapse: 2021
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Information Bottleneck: 2017
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Deep Double Descent: 2023
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Neural Collapse: 2023
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Neural Collapse: 2024
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Neural Tangent Kernel: 2019
4
Deep Double Descent: 2021
3
Empirical Study: 2017
3
Deep Double Descent: 2022
3
Interactions with Neuroscience: 2021
3
Neural Tangent Kernel: 2024
3
Deep Double Descent: 2018
3
Neural Tangent Kernel: 2018
2
Emergence and Phase Transitions: 2021
2
Neural Collapse: 2020
2
Information Bottleneck: 2023
2
Interactions with Neuroscience: 2018
2
Emergence and Phase Transitions: 2024
2
Interactions with Neuroscience: 2017
2
Emergence and Phase Transitions: 2020
2
Lottery Ticket Hypothesis: 2024
1
Information Bottleneck: 2019
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Information Bottleneck: 2022
1
Empirical Study: 2016
1
Deep Double Descent: 2019
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Information Bottleneck: 2018
1
Keywords
deep-learning
2
awesome-list
1
deep-neural-networks
1
deep-reinforcement-learning
1
information
1
information-bottleneck
1
adversarial-machine-learning
1
ai-alignment
1
backdoor
1
causality
1
fairness
1
gradient-leakage
1
green-ai
1
hallucinations
1
interpretable-deep-learning
1
machine-unlearning
1
membership-inference-attack
1
out-of-distribution-generalization
1
ownership
1
poisoning
1
privacy
1
robustness
1
security
1
uncertainty
1
watermarking
1