Nonconvex Continual Learning with Episodic Memory Jan 1, 2021 Continual Learning image-classification
— Unverified Contextual Transformation Networks for Online Continual Learning Jan 1, 2021 Continual Learning Transfer Learning
— Unverified Mitigating Mode Collapse by Sidestepping Catastrophic Forgetting Jan 1, 2021 Continual Learning
— Unverified Continual Learning Without Knowing Task Identities: Rethinking Occam's Razor Jan 1, 2021 Continual Learning Model Selection
— Unverified Online Continual Learning Under Domain Shift Jan 1, 2021 Continual Learning
— Unverified GraphLog: A Benchmark for Measuring Logical Generalization in Graph Neural Networks Jan 1, 2021 Continual Learning Knowledge Graphs
Code Code Available Towards Learning to Remember in Meta Learning of Sequential Domains Jan 1, 2021 Continual Learning Meta-Learning
— Unverified Highway-Connection Classifier Networks for Plastic yet Stable Continual Learning Jan 1, 2021 Continual Learning
— Unverified A Unified Bayesian Framework for Discriminative and Generative Continual Learning Jan 1, 2021 Continual Learning
— Unverified Continual Learning in Task-Oriented Dialogue Systems Dec 31, 2020 Continual Learning Intent Recognition
Code Code Available LISPR: An Options Framework for Policy Reuse with Reinforcement Learning Dec 29, 2020 Continual Learning reinforcement-learning
— Unverified Towards Continual Reinforcement Learning: A Review and Perspectives Dec 25, 2020 Continual Learning reinforcement-learning
— Unverified Efficient Continual Learning with Modular Networks and Task-Driven Priors Dec 23, 2020 Continual Learning
Code Code Available Selective Forgetting of Deep Networks at a Finer Level than Samples Dec 22, 2020 Continual Learning
— Unverified Incremental Learning from Low-labelled Stream Data in Open-Set Video Face Recognition Dec 17, 2020 Continual Learning Face Recognition
— Unverified Continual Lifelong Learning in Natural Language Processing: A Survey Dec 17, 2020 Continual Learning Lifelong learning
— Unverified Monitoring multimode processes: a modified PCA algorithm with continual learning ability Dec 13, 2020 Continual Learning
— Unverified Knowledge Capture and Replay for Continual Learning Dec 12, 2020 Continual Learning Denoising
— Unverified Sampling Training Data for Continual Learning Between Robots and the Cloud Dec 12, 2020 Cloud Computing Continual Learning
— Unverified Overcoming Catastrophic Forgetting in Graph Neural Networks Dec 10, 2020 Continual Learning
Code Code Available River: machine learning for streaming data in Python Dec 8, 2020 BIG-bench Machine Learning Continual Learning
Code Code Available EXTENDING CONDITIONAL CONVOLUTION STRUCTURES FOR ENHANCING MULTITASKING CONTINUAL LEARNING Dec 7, 2020 Computational Efficiency Continual Learning
Code Code Available Deep Transfer Learning for Industrial Automation: A Review and Discussion of New Techniques for Data-Driven Machine Learning Dec 6, 2020 Continual Learning Transfer Learning
— Unverified LT3 at SemEval-2020 Task 8: Multi-Modal Multi-Task Learning for Memotion Analysis Dec 1, 2020 Continual Learning Multi-Task Learning
— Unverified Online Fast Adaptation and Knowledge Accumulation (OSAKA): a New Approach to Continual Learning Dec 1, 2020 Continual Learning Meta-Learning
— Unverified Calibrating CNNs for Lifelong Learning Dec 1, 2020 Continual Learning Lifelong learning
Code Code Available Organizing recurrent network dynamics by task-computation to enable continual learning Dec 1, 2020 Continual Learning
— Unverified Mitigating Forgetting in Online Continual Learning via Instance-Aware Parameterization Dec 1, 2020 Continual Learning
— Unverified Look-ahead Meta Learning for Continual Learning Dec 1, 2020 Continual Learning Meta-Learning
Code Code Available Continual Learning of Control Primitives : Skill Discovery via Reset-Games Dec 1, 2020 Continual Learning
— Unverified Association: Remind Your GAN not to Forget Nov 27, 2020 Continual Learning Image Reconstruction
— Unverified Better Knowledge Retention through Metric Learning Nov 26, 2020 Continual Learning Metric Learning
— Unverified BinPlay: A Binary Latent Autoencoder for Generative Replay Continual Learning Nov 25, 2020 Continual Learning
Code Code Available Overcoming Catastrophic Forgetting via Direction-Constrained Optimization Nov 25, 2020 Continual Learning
Code Code Available Generalized Variational Continual Learning Nov 24, 2020 Continual Learning Variational Inference
— Unverified Energy-Based Models for Continual Learning Nov 24, 2020 Continual Learning
Code Code Available Conditional Input Gated Low-Rank Perturbations for Continual Learning Nov 23, 2020 Continual Learning Split-MNIST
— Unverified Consolidation via Policy Information Regularization in Deep RL for Multi-Agent Games Nov 23, 2020 Continual Learning continuous-control
— Unverified PLOP: Learning without Forgetting for Continual Semantic Segmentation Nov 23, 2020 Class Incremental Learning Continual Learning
Code Code Available Learn to Bind and Grow Neural Structures Nov 21, 2020 Bayesian Optimization Continual Learning
— Unverified Generalized Continual Zero-Shot Learning Nov 17, 2020 Continual Learning Knowledge Distillation
— Unverified Gradient Episodic Memory with a Soft Constraint for Continual Learning Nov 16, 2020 Continual Learning
— Unverified Learning to Continuously Optimize Wireless Resource In Episodically Dynamic Environment Nov 16, 2020 Continual Learning Fairness
Code Code Available Continual Learning with Deep Artificial Neurons Nov 13, 2020 Continual Learning
— Unverified Steady State Analysis of Episodic Reinforcement Learning Nov 12, 2020 Continual Learning reinforcement-learning
— Unverified Continual Learning of Control Primitives: Skill Discovery via Reset-Games Nov 10, 2020 Continual Learning
Code Code Available Lifelong Learning Without a Task Oracle Nov 9, 2020 Continual Learning Lifelong learning
— Unverified From Eye-blinks to State Construction: Diagnostic Benchmarks for Online Representation Learning Nov 9, 2020 Continual Learning Diagnostic
Code Code Available Meta-Learning for Natural Language Understanding under Continual Learning Framework Nov 3, 2020 Continual Learning Meta-Learning
Code Code Available Modular-Relatedness for Continual Learning Nov 2, 2020 Continual Learning
— Unverified 