VamshiTeja/readings

Curated list of personal interesting papers/articles to read

Readings

Curated list of personal interesting papers/articles to read

NeurIPS 2019

• ViLBERT: Pretraining Task-Agnostic Visiolinguistic Representations for Vision-and-Language Tasks
• Zero-shot Learning via Simultaneous Generating and Learning

General Deep Learning

• SinGAN: Learning a Generative Model from a Single Natural Image (ICCV 2019 Best Paper Award)
• Attention Is All You Need
• BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
• NIPS 2019 Summary
• Machine Unlearning
• GENERATIVE TEACHING NETWORKS: ACCELERATING NEURAL ARCHITECTURE SEARCH BY LEARNING TO GENERATE SYNTHETIC TRAINING DATA

Incremental Learning

• Large Scale Incremental Learning (CVPR 2019)
• End-to-End Incremental Learning (CVPR 2018)
• LAMOL: LANGUAGE MODELING FOR LIFELONG LANGUAGE LEARNING (ICLR 2020)
• Overcoming Catastrophic Forgetting with Hard Attention to the Task (ICML 2018)
• Overcoming Catastrophic Forgetting for Continual Learning via Model Adaptation (ICLR 2019)
• Memory Aware Synapses: Learning what (not) to forget (ECCV 2018)

Meta Learning

• HyperNetworks (ICLR 2017)
• Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks (ICML 2017)

ML For Production

• CD4ML
• Rules of Machine Learning: Best Practices for ML Engineering

A/B Testing

• Controlled experiments on the web: survey and practical guide