Connectionists: Top 5 Fastest Growing Topics in AI

[Nevin L. Zhang]

Here are top 5 fastest growing topics in AI. See 
http://aipano.cse.ust.hk <http://aipano.cse.ust.hk/> for more information.

1.Vulnerable, vulnerability, adversarial-perturbation, 
adversarial-attack, fool, harness, fgsm

Venue

	

Year

	

Title

	

Citation

ICLR

	

2015

	

Explaining and Harnessing Adversarial Examples 
<http://arxiv.org/abs/1412.6572>

	

837

CVPR

	

2016

	

DeepFool: A Simple and Accurate Method to Fool Deep Neural Networks 
<http://ieeexplore.ieee.org/stampPDF/getPDF.jsp?arnumber=7780651>

	

215

ICLR

	

2017

	

Adversarial examples in the physical world 
<https://openreview.net/pdf?id=S1OufnIlx>

	

211

ICLR

	

2017

	

Adversarial examples in the physical world 
<https://openreview.net/pdf?id=HJGU3Rodl>

	

211

ICML

	

2018

	

Obfuscated Gradients Give a False Sense of Security: Circumventing 
Defenses to Adversarial Examples 
<http://proceedings.mlr.press/v80/athalye18a/athalye18a.pdf>

	

176

2.Generative-adversarial-net, wardefarley, discriminator, image-generation

Venue

	

Year

	

Title

	

Citation

NIPS

	

2014

	

Generative Adversarial Nets

	

7004

NIPS

	

2016

	

Improved Techniques for Training GANs

	

1481

ICLR

	

2016

	

Unsupervised Representation Learning with Deep Convolutional Generative 
Adversarial Networks

	

1440

NIPS

	

2015

	

Deep Generative Image Models using a Laplacian Pyramid of Adversarial 
Networks

	

862

NIPS

	

2016

	

InfoGAN: Interpretable Representation Learning by Information Maximizing 
Generative Adversarial Nets

	

821

3.Actor critic, actor, off policy, critic, replay, on policy

Venue

	

Year

	

Title

	

Citation

ICML

	

2016

	

Asynchronous Methods for Deep Reinforcement Learning

	

1298

AAAI

	

2016

	

Deep Reinforcement Learning with Double Q-Learning

	

722

JAIR

	

2001

	

Infinite-Horizon Policy-Gradient Estimation

	

713

ICLR

	

2016

	

Continuous control with deep reinforcement learning

	

604

ECML

	

2005

	

Natural Actor-Critic

	

553

4.Meta learning, one shot, few shot, meta, image-recognition

Venue

	

Year

	

Title

	

Citation

NIPS

	

2016

	

Matching Networks for One Shot Learning

	

478

CVPR

	

2018

	

Learning Transferable Architectures for Scalable Image Recognition

	

252

CVPR

	

2014

	

COSTA: Co-Occurrence Statistics for Zero-Shot Classification

	

113

ICML

	

2017

	

Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks

	

98

ICLR

	

2017

	

Optimization as a Model for Few-Shot Learning

	

83

5.Self attention, sentence-embedding, transformer, imdb

Venue

	

Year

	

Title

	

Citation

NIPS

	

2017

	

Attention is All you Need

	

217

AAAI

	

2018

	

DiSAN: Directional Self-Attention Network for RNN/CNN-Free Language 
Understanding

	

56

ICLR

	

2017

	

A STRUCTURED SELF-ATTENTIVE SENTENCE EMBEDDING

	

55

ICLR

	

2017

	

Structured Attention Networks

	

39

ACL

	

2018

	

Marian: Fast Neural Machine Translation in C++

	

29

-------------- next part --------------
An HTML attachment was scrubbed...
URL: <http://mailman.srv.cs.cmu.edu/pipermail/connectionists/attachments/20190526/8a68816b/attachment.html>
-------------- next part --------------
A non-text attachment was scrubbed...
Name: obiocajngnikfgcj.png
Type: image/png
Size: 33322 bytes
Desc: not available
URL: <http://mailman.srv.cs.cmu.edu/pipermail/connectionists/attachments/20190526/8a68816b/attachment.png>
-------------- next part --------------
A non-text attachment was scrubbed...
Name: ajfhjbdgohpeebam.png
Type: image/png
Size: 38650 bytes
Desc: not available
URL: <http://mailman.srv.cs.cmu.edu/pipermail/connectionists/attachments/20190526/8a68816b/attachment-0001.png>
-------------- next part --------------
A non-text attachment was scrubbed...
Name: ofdkmcefpllelfig.png
Type: image/png
Size: 54640 bytes
Desc: not available
URL: <http://mailman.srv.cs.cmu.edu/pipermail/connectionists/attachments/20190526/8a68816b/attachment-0002.png>
-------------- next part --------------
A non-text attachment was scrubbed...
Name: cejajjfegolkekhm.png
Type: image/png
Size: 32870 bytes
Desc: not available
URL: <http://mailman.srv.cs.cmu.edu/pipermail/connectionists/attachments/20190526/8a68816b/attachment-0003.png>
-------------- next part --------------
A non-text attachment was scrubbed...
Name: nbhhkponbidakbml.png
Type: image/png
Size: 27646 bytes
Desc: not available
URL: <http://mailman.srv.cs.cmu.edu/pipermail/connectionists/attachments/20190526/8a68816b/attachment-0004.png>