Generative model

Energy based GAN model to maximize the entropy: https://openreview.net/pdf?id=HJlmhs05tm
Fisher vector adversarial learning: Adversarial Fisher Vectors for Unsupervised Representation Learning
Prescribed Generative Adversarial Networks

Weakly Supervised

This is a stack of weakly supervised papers.

A Brief Introduction to Weakly Supervised Learning: https://pdfs.semanticscholar.org/3adc/fd254b271bcc2fb7e2a62d750db17e6c2c08.pdf
This is great paper by Masashi Sugiyama about different types of learning with weak labels https://arxiv.org/pdf/1910.04394.pdf

Meta-Learning

MAML: https://arxiv.org/abs/1703.03400
Application with few-shot: Learning to Compare: Relation Network for Few-Shot Learning (https://arxiv.org/pdf/1711.06025v2.pdf)

Self-Supervised