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Continual Learning

1895 directly classified papers

Papers per year

Papers

Learning to Interactively Learn and Assist AAAI 2020
Orthogonal Gradient Descent for Continual Learning AISTATS 2020
Continual Deep Learning by Functional Regularisation of Memorable Past NIPS 2020
Just Ask: An Interactive Learning Framework for Vision and Language Navigation AAAI 2020
Efficient and Modularized Training on FPGA for Real-time Applications IJCAI 2020
Open Compound Domain Adaptation CVPR 2020
Online Fast Adaptation and Knowledge Accumulation (OSAKA): a New Approach to Continual Learning NIPS 2020
Online Learned Continual Compression with Adaptive Quantization Modules ICML 2020
Student-Teacher Curriculum Learning via Reinforcement Learning: Predicting Hospital Inpatient Admission Location ICML 2020
Distill and Replay for Continual Language Learning COLING 2020
Efficient Meta Lifelong-Learning with Limited Memory EMNLP 2020
A Two-phase Prototypical Network Model for Incremental Few-shot Relation Classification COLING 2020
Recall and Learn: Fine-tuning Deep Pretrained Language Models with Less Forgetting EMNLP 2020
Enhancing Transferability of Black-Box Adversarial Attacks via Lifelong Learning for Speech Emotion Recognition Models INTERSPEECH 2020
Online Continual Learning from Imbalanced Data ICML 2020
Radial Bayesian Neural Networks: Beyond Discrete Support In Large-Scale Bayesian Deep Learning AISTATS 2020
Continual Learning With Extended Kronecker-Factored Approximate Curvature CVPR 2020
CurricularFace: Adaptive Curriculum Learning Loss for Deep Face Recognition CVPR 2020
Understanding the Role of Training Regimes in Continual Learning NIPS 2020
Class-Incremental Domain Adaptation ECCV 2020
Optimal Continual Learning has Perfect Memory and is NP-hard ICML 2020
Continual Learning of a Mixed Sequence of Similar and Dissimilar Tasks NIPS 2020
Continual Adaptation for Efficient Machine Communication CONLL 2020
Hierarchy-aware Learning of Sequential Tool Usage via Semi-automatically Constructed Taxonomies COLING 2020
Lifelong Learning with a Changing Action Set AAAI 2020