Efficient multipurpose learning

A curated list of resources for Efficient multipurpose learning.


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Table of contents

• Conditioning the network architecture
• Model interpolation

Conditioning the network architecture

Year	Pub	Paper	Repo
2015	ICLR	Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks
2017	ICML-w	Learning visual reasoning without strong priors
2017	NIPS	Modulating early visual processing by language
2017	ICLR	A learned representation for artistic style
2017	ICCV	Arbitrary style transfer in real-time with adaptive instance normalization	Code
2017	BMVC	Exploring the structure of a real-time, arbitrary neural artistic stylization network
2018	AAAI	FiLM: Visual Reasoning with a General Conditioning Layer	Code
2018	ECCV	Visual Reasoning with Multi-hop Feature Modulation
2018	Distill	Feature-wise transformations
2019	CVPR	A style-based generator architecture for generative adversarial networks	Code
2019	CVPR	Meta-SR: A Magnification-Arbitrary Network for Super-Resolution
2019	ICLR	Large scale GAN training for high fidelity natural image synthesis	Code
2020	Arxiv	AdaCrowd: Unlabeled Scene Adaptation for Crowd Counting

Zero-shot learning

Year	Pub	Paper	Repo
2013	NIPS	Devise: A deep visual-semantic embedding model
2013	NIPS	Zero-shot learning through cross-modal transfer
2014	ICLR	Zero-shot learning by convex combination of semantic embeddings

Hypernetworks

Year	Pub	Paper	Repo
2016	ICLR	HyperNetworks
2018	Arxiv	Stochastic hyperparameter optimization through hypernetworks
2019	ICLR	Self-tuning networks: Bilevel optimization of hyperparameters using structured best-response functions

Conditioning the loss parameters

Year	Pub	Paper	Repo
2018	ICLR-w	Adjustable real-time style transfer
2020	ICLR	You Only Train Once: Loss-Conditional Training of Deep Networks

Conditioning the task parameters

Year	Pub	Paper	Repo
2012	ICML	Learning parameterized skills
2014	ICRA	Multi-task policy search for robotics
2015	NIPS	Universal value function approximators
2017	NIPS	Hindsight experience replay
2018	ICRA	End-to-end driving via conditional imitation learning
2017	ICLR	Learning to act by predicting the future	Code

Model interpolation

Year	Pub	Paper	Repo
2018	ECCV	ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks	Code
2019	ICCV	Dynamic-net: Tuning the objective without re-training
2019	CVPR	Deep network interpolation for continuous imagery effect transition	Code