learning-to-learn topic

Meta Learning / Learning to Learn / One Shot Learning / Few Shot Learning

floodsung

Open-L2O: A Comprehensive and Reproducible Benchmark for Learning to Optimize Algorithms

VITA-Group

Personalizing Dialogue Agents via Meta-Learning

HLTCHKUST

A modular toolbox for meta-learning research with a focus on speed and reproducibility.

alshedivat

pytorch implementation of Optimization as a Model for Few-shot Learning

markdtw

Code for "Learning Inductive Biases with Simple Neural Networks" (Feinman & Lake, 2018).

rfeinman

Learning to Learn: Gradient-free Optimization framework

IGITUGraz

[CVPR 2020] L2-GCN: Layer-Wise and Learned Efficient Training of Graph Convolutional Networks

VITA-Group

[NeurIPS 2020 Spotlight Oral] "Training Stronger Baselines for Learning to Optimize", Tianlong Chen*, Weiyi Zhang*, Jingyang Zhou, Shiyu Chang, Sijia Liu, Lisa Amini, Zhangyang Wang

VITA-Group

"Learning to learn by gradient descent by gradient descent "by PyTorch -- a simple re-implementation.

yangsenius