Curriculum Learning PaperList/Materials

This repository contains Curriculum Learning related papers and materials. Welcome contribute to this repo (typos or adding new papers).

PaperList

CASED: Curriculum Adaptive Sampling for Extreme Data Imbalance
Easy Questions First? A Case Study on Curriculum Learning for Question Answering [ACL]
Learning the Curriculum with Bayesian Optimization for Task-Specific Word Representation Learning [ACL]
Visualizing and Understanding Curriculum Learning for Long Short-Term Memory Networks
Multi-modal curriculum learning for semisupervised image classification

Automated Curriculum Learning for Neural Networks [ICML]
- RL related
Curriculum Learning for Multi-Task Classification of Visual Attributes [ICCV]
Curriculum Dropout [ICCV]
Curriculum Learning and Minibatch Bucketing in Neural Machine Translation [RANLP]
Repeat before forgetting: Spaced repetition for efficient and effective training of neural networks [EMNLP]
Teacher-Student Curriculum Learning
Boosting neural machine translation [IJCNLP]
Curriculum Learning in Reinforcement Learning

An Empirical Exploration of Curriculum Learning for Neural Machine Translation
Curriculum Learning by Transfer Learning - Theory and Experiments with Deep Networks [ICML]
MentorNet: Learning Data-Driven Curriculum for Very Deep Neural Networks on Corrupted Labels [ICML]
Curriculum Learning for Heterogeneous Star Network Embedding via Deep Reinforcement Learning [WSDM]
Minimax Curriculum Learning: Machine Teaching with Desirable Difficulties and Scheduled Diversity [ICLR]
Curriculum Learning Based on Reward Sparseness for Deep Reinforcement Learning of Task Completion Dialogue Management [ACL]
LEARNING TO TEACH [ICLR]
Curriculum Learning for Natural Answer Generation [IJCAI]
Learning Curriculum Policies for Reinforcement Learning
Starcraft micromanagement with reinforcement learning and curriculum transfer learning
Curriculumnet: Weakly supervised learning from large-scale web images [ECCV]

On The Power of Curriculum Learning in Training Deep Networks [ICML]
Reinforcement Learning based Curriculum Optimization for Neural Machine Translation [NAACL] [short]
Dynamic Curriculum Learning for Imbalanced Data Classification
Simple and Effective Curriculum Pointer-Generator Networks for Reading Comprehension over Long Narratives [ACL]
Sentence Level Curriculum Learning for Improved Neural Conversational Models [ACL]
Curriculum Learning for Cumulative Return Maximization [IJCAI]
- RL related
Dynamically Composing Domain-Data Selection with Clean-Data Selection by "Co-Curricular Learning" for Neural Machine Translation [ACL]
Curriculum Learning for Domain Adaptation in Neural Machine Translation [NAACL]
Pseudo-Labeling Curriculum for Unsupervised Domain Adaptation [BMVC]
Learning a Multitask Curriculum for Neural Machine Translation
Self-Attention Enhanced CNNs and Collaborative Curriculum Learning for Distantly Supervised Relation Extraction [EMNLP]
Data Parameters: A New Family of Parameters for Learning a Differentiable Curriculum [NIPS]
Reinforced Curriculum Learning on Pre-trained Neural Machine Translation Models [AAAI]
From Few to More: Large-scale Dynamic Multiagent Curriculum Learning [AAAI]
Fine-Tuning by Curriculum Learning for Non-Autoregressive Neural Machine Translation [AAAI]

Evolutionary Population Curriculum for Scaling Multi-Agent Reinforcement Learning [ICLR]
Automated curriculum generation through setter-solver interactions [ICLR]
Curriculum Loss: Robust Learning and Generalization against Label Corruption [ICLR]
CDL: Curriculum Dual Learning for Emotion-Controllable Response Generation [ACL]
Curriculum Learning for Natural Language Understanding [ACL]
Learning a Multi-Domain Curriculum for Neural Machine Translation [ACL]
Curriculum Pre-training for End-to-End Speech Translation [ACL]
Norm-Based Curriculum Learning for Neural Machine Translation [ACL]
Uncertainty-Aware Curriculum Learning for Neural Machine Translation [ACL]
Task-Level Curriculum Learning for Non-Autoregressive Neural Machine Translation [IJCAI]
Solving Hard AI Planning Instances Using Curriculum-Driven Deep Reinforcement Learning [IJCAI]
Automatic Curriculum Learning For Deep RL: A Short Survey [IJCAI]
Self-Induced Curriculum Learning in Self-Supervised Neural Machine Translation [EMNLP]
SuperLoss: A Generic Loss for Robust Curriculum Learning [NIPS]
Automatic Curriculum Learning through Value Disagreement [NIPS]
A Novel Automated Curriculum Strategy to Solve Hard Sokoban Planning Instances [NIPS]
Curriculum By Smoothing [NIPS]
Curriculum Learning by Dynamic Instance Hardness [NIPS]
Curriculum learning for multilevel budgeted combinatorial problems [NIPS]

My homepage contains notes(in Chinese) on papers I have read. I may update links of some good notes written by others.

Curriculum Learning schedule summary: Curriculum Learning schedule 总结