Website for UVA Qdata Group's Deep Learning Reading Group


This website includes a (growing) list of papers and lectures we read about deep learning and related. Feel free to submit pull requests when you find my typos or have comments. The covered materials are by no means an exhaustive list, but are papers that we have read or plan to learn in our reading group.


Reading sessions organized by Tags.

0Survey

No. Date Title and Information PaperYear
1 2018, Feb, 20 Survey18- My Survey Talk at UVA HMI Seminar - A quick and rough overview of DNN 2018-me
2 2018, Aug, 29 Survey18- My Tutorial Talk at ACM BCB18 - Interpretable Deep Learning 2018-me

1Foundations

No. Date Title and Information PaperYear
1 2017, Aug, 22 Foundations I -Andrew Ng - Nuts and Bolts of Applying Deep Learning 2017-W1
2 2017, Aug, 24 Foundations II - Ganguli - Theoretical Neuroscience and Deep Learning DLSS16 2017-W1
3 2017, Sep, 5 Foundations III - Investigating Behaviors of DNN 2017-W3
4 2017, Sep, 7 Foundations IV - Investigating Behaviors of DNN 2017-W3
5 2017, Sep, 12 Foundations V - More about Behaviors of DNN 2017-W4
6 2017, Sep, 14 Foundations VI - More about Behaviors of DNN 2017-W4

2Structures

No. Date Title and Information PaperYear
1 2017, Jan, 22 Structures17- Memory-Augmented Networks 2017-team
2 2017, Mar, 2 Structures17 -Adaptive Deep Networks I 2017-team
3 2017, Mar, 22 Structures17- DNN based Embedding 2017-team
4 2017, Jun, 22 Structures17 - Adaptive Deep Networks II 2017-team
5 2017, Sep, 19 Structure I - Varying DNN structures for an application 2017-W5
6 2017, Sep, 21 Structure II - DNN with Varying Structures 2017-W5
7 2017, Sep, 26 Structure III - DNN with Attention 2017-W6
8 2017, Sep, 28 Structure IV - DNN with Attention 2 2017-W6
9 2017, Oct, 3 Structure V - DNN with Memory 2017-W7
10 2017, Oct, 5 Structure VI - DNN with Adaptive Structures 2017-W7
11 2018, May, 3 Structures18- More Attention in DNN 2018-team
12 2018, Jul, 27 Application18- A few DNN for Question Answering 2018-team
13 2018, Aug, 1 Structures18- DNN for Relations 2018-team

3Reliable

No. Date Title and Information PaperYear
1 2017, Feb, 22 Reliable17-Secure Machine Learning 2017-team
2 2017, Jul, 22 Reliable17-Testing and Machine Learning Basics 2017-team
3 2017, Oct, 10 Reliable Applications I - Understanding 2017-W8
4 2017, Oct, 12 Reliable Applications II - Data 2017-W8
5 2017, Oct, 17 Reliable Applications III - Data 2017-W9
6 2017, Oct, 19 Reliable Applications IV - Robustness to Data 2017-W9
7 2017, Oct, 24 Reliable Applications V - Understanding 2017-W10
8 2017, Oct, 26 Reliable Applications VI - Robustness 2017-W10
9 2018, Jan, 10 Application18- Property of DeepNN Models and More 2018-team
10 2018, Mar, 20 Reliable18- Adversarial Attacks and DNN 2018-team
11 2018, May, 20 Reliable18- Adversarial Attacks and DNN and More 2018-team
12 2018, Aug, 3 Reliable18- Testing and Verifying DNNs 2018-team
13 2018, Aug, 13 Application18- DNNs in a Few BioMedical Tasks 2018-team

4Optimization

No. Date Title and Information PaperYear
1 2017, Apr, 22 Optimization17- Optimization in DNN 2017-team
2 2017, Oct, 31 Optimization I - Understanding DNN Optimization 2017-W11
3 2017, Nov, 2 Optimization II - DNN for Optimization 2017-W11
4 2017, Nov, 7 Optimization III - Optimization for DNN 2017-W12
5 2017, Nov, 9 Optimization IV - DNN for Optimization 2 2017-W12

5Generative

No. Date Title and Information PaperYear
1 2017, May, 22 Generative17- Generative Deep Networks 2017-team
2 2017, Aug, 31 Generative I - GAN tutorial by Ian Goodfellow 2017-W2
3 2017, Nov, 14 Generative II - Deep Generative Models 2017-W13
4 2017, Nov, 16 Generative III - GAN and More 2017-W13
5 2018, Apr, 20 Generative18 -Generative Adversarial Network (classified) 2018-team
6 2018, Aug, 23 Generative18 -A few more DNN Generative Models 2018-team

6Reinforcement

No. Date Title and Information PaperYear
1 2017, Aug, 29 Reinforcement I - Pineau - RL Basic Concepts 2017-W2
2 2017, Nov, 21 RL II - Basic tutorial RLSS17 2017-W14
3 2017, Nov, 28 RL III - Basic tutorial RLSS17 (2) 2017-W14
4 2017, Nov, 30 RL IV - RL with varying structures 2017-W15
5 2018, Aug, 3 Reliable18- Testing and Verifying DNNs 2018-team
6 2018, Aug, 13 Application18- DNNs in a Few BioMedical Tasks 2018-team

7BioApplications

No. Date Title and Information PaperYear
1 2018, Aug, 13 Application18- DNNs in a Few BioMedical Tasks 2018-team