dragen1860 / awesome-meta-learning Goto Github PK

A paper on gradient-based meta-learning

Gradient-Based Meta-Learning with Learned Layerwise Metric and Subspace
Yoonho Lee, Seungjin Choi
ICML 2018
paper: https://arxiv.org/abs/1801.05558
code: https://github.com/yoonholee/MT-net

Hello! @dragen1860,

First of all, I congratulate you for this nice repository. I would like to recommend to sort paper by years, I may think the view of repository will be better.

Papers and Code

2017
2018
2019

I also find this interesting paper that was accepted as a poster at ICLR2019:

Learning to Adapt in Dynamic, Real-World Environments Through Meta-Reinforcement Learning
https://arxiv.org/abs/1803.11347

https://sites.google.com/berkeley.edu/metaadaptivecontrol

Thanks in advance!

1. A meta-learning paper on VQA and image captioning:
   Fast Parameter Adaptation for Few-shot Image Captioning and Visual Question Answering
   Xuanyi Dong, Linchao Zhu, De Zhang, Yi Yang, Fei Wu. ACM MM 2018
   PDF : http://xuanyidong.com/pdf/FPAIT-MM-18.pdf
   CODE : https://github.com/D-X-Y/FPAIT

2. In ReadMe, "Learning to Compare: Relation Network for Few-Shot Learning" is accepted to CVPR 2018 instead of CVPR 2017.

1. A meta-learning paper on VQA and image captioning:
   Fast Parameter Adaptation for Few-shot Image Captioning and Visual Question Answering
   Xuanyi Dong, Linchao Zhu, De Zhang, Yi Yang, Fei Wu. ACM MM 2018
   PDF : http://xuanyidong.com/pdf/FPAIT-MM-18.pdf
   CODE : https://github.com/D-X-Y/FPAIT

2. In ReadMe, "Learning to Compare: Relation Network for Few-Shot Learning" is accepted to CVPR 2018 instead of CVPR 2017.