Continual Learning

SERIL: Noise Adaptive Speech Enhancement Using Regularization-Based Incremental Learning Interspeech 2020 Sliced Cramer Synaptic Consolidation for Preserving Deeply Learned Representations ICLR 2020 Student-Teacher Curriculum Learning via Reinforcement Learning: Predicting Hospital Inpatient Admission Location ICML 2020 Supermasks in Superposition NeurIPS 2020 Task-Level Curriculum Learning for Non-Autoregressive Neural Machine Translation IJCAI 2020 Tolerance-Guided Policy Learning for Adaptable and Transferrable Delicate Industrial Insertion CoRL 2020 Uncertainty-guided Continual Learning with Bayesian Neural Networks ICLR 2020 Understanding the Role of Training Regimes in Continual Learning NeurIPS 2020 Unsupervised Model Personalization While Preserving Privacy and Scalability: An Open Problem CVPR 2020 Using the Past Knowledge to Improve Sentiment Classification EMNLP 2020 Visually Grounded Continual Learning of Compositional Phrases EMNLP 2020 XtarNet: Learning to Extract Task-Adaptive Representation for Incremental Few-Shot Learning ICML 2020 ACE: Adapting to Changing Environments for Semantic Segmentation ICCV 2019 A comprehensive, application-oriented study of catastrophic forgetting in DNNs ICLR 2019 AMP: Adaptive Masked Proxies for Few-Shot Segmentation ICCV 2019 An Embarrassingly Simple Approach for Transfer Learning from Pretrained Language Models NAACL 2019 An Investigation into On-Device Personalization of End-to-End Automatic Speech Recognition Models Interspeech 2019 A Progressive Model to Enable Continual Learning for Semantic Slot Filling EMNLP 2019 Backpropamine: training self-modifying neural networks with differentiable neuromodulated plasticity ICLR 2019 Closed-Loop Memory GAN for Continual Learning IJCAI 2019 Compacting, Picking and Growing for Unforgetting Continual Learning NeurIPS 2019 Complementary Learning for Overcoming Catastrophic Forgetting Using Experience Replay IJCAI 2019 Constructing Self-Motivated Pyramid Curriculums for Cross-Domain Semantic Segmentation: A Non-Adversarial Approach ICCV 2019 Continual and Multi-Task Architecture Search ACL 2019 Continual Learning by Asymmetric Loss Approximation With Single-Side Overestimation ICCV 2019