Psycholinguistics meets Continual Learning: Measuring Catastrophic Forgetting in Visual Question Answering Jun 10, 2019 Continual Learning Question Answering
— Unverified Generative Continual Concept Learning Jun 10, 2019 Continual Learning
— Unverified Practical Deep Learning with Bayesian Principles Jun 6, 2019 Continual Learning Data Augmentation
Code Code Available Localizing Catastrophic Forgetting in Neural Networks Jun 6, 2019 Continual Learning
— Unverified Uncertainty-guided Continual Learning with Bayesian Neural Networks Jun 6, 2019 Continual Learning
Code Code Available Episodic Memory in Lifelong Language Learning Jun 3, 2019 Continual Learning General Classification
Code Code Available Continual learning with hypernetworks Jun 3, 2019 Continual Learning Transfer Learning
Code Code Available Continual Learning of New Sound Classes using Generative Replay Jun 3, 2019 All Continual Learning
— Unverified Meta-Learning Representations for Continual Learning May 29, 2019 Continual Learning Meta-Learning
Code Code Available Unified Probabilistic Deep Continual Learning through Generative Replay and Open Set Recognition May 28, 2019 Audio Classification Bayesian Inference
Code Code Available Uncertainty-based Continual Learning with Adaptive Regularization May 28, 2019 Continual Learning Reinforcement Learning
Code Code Available Single-Net Continual Learning with Progressive Segmented Training (PST) May 28, 2019 Continual Learning
— Unverified Variational Bayes: A report on approaches and applications May 26, 2019 Bayesian Inference Continual Learning
— Unverified Sequential mastery of multiple visual tasks: Networks naturally learn to learn and forget to forget May 26, 2019 Continual Learning
— Unverified Variational Prototype Replays for Continual Learning May 23, 2019 Continual Learning General Classification
Code Code Available MaxEntropy Pursuit Variational Inference May 20, 2019 Continual Learning Variational Inference
— Unverified Continual Learning in Deep Neural Network by Using a Kalman Optimiser May 20, 2019 Continual Learning
— Unverified Continual adaptation for efficient machine communication May 16, 2019 Continual Learning Language Modeling
— Unverified Enabling Continual Learning in Neural Networks with Meta Learning May 16, 2019 Continual Learning Meta-Learning
— Unverified Differentiable Hebbian Plasticity for Continual Learning May 16, 2019 Continual Learning Permuted-MNIST
— Unverified Lifelong Learning via Online Leverage Score Sampling May 16, 2019 Continual Learning Lifelong learning
— Unverified Resource-aware Elastic Swap Random Forest for Evolving Data Streams May 14, 2019 Continual Learning CPU
Code Code Available Hierarchically Structured Meta-learning May 13, 2019 Clustering Continual Learning
Code Code Available Bayesian Optimized Continual Learning with Attention Mechanism May 10, 2019 Bayesian Optimization Continual Learning
— Unverified Continual and Multi-task Reinforcement Learning With Shared Episodic Memory May 7, 2019 Continual Learning reinforcement-learning
— Unverified Improving and Understanding Variational Continual Learning May 6, 2019 Continual Learning Permuted-MNIST
Code Code Available Continuous Learning for Large-scale Personalized Domain Classification May 2, 2019 Classification Continual Learning
— Unverified Learning to remember: Dynamic Generative Memory for Continual Learning May 1, 2019 Continual Learning
— Unverified Activity Regularization for Continual Learning May 1, 2019 Continual Learning Multi-Task Learning
— Unverified Overcoming Catastrophic Forgetting via Model Adaptation May 1, 2019 Continual Learning Lifelong learning
— Unverified Continual Learning via Explicit Structure Learning May 1, 2019 Continual Learning Permuted-MNIST
— Unverified Interpretable Continual Learning May 1, 2019 Continual Learning
— Unverified Facilitating Bayesian Continual Learning by Natural Gradients and Stein Gradients Apr 24, 2019 Continual Learning Task 2
— Unverified Continual Learning with Self-Organizing Maps Apr 19, 2019 Continual Learning
— Unverified Continual Learning for Sentence Representations Using Conceptors Apr 18, 2019 Continual Learning Semantic Textual Similarity
Code Code Available Three scenarios for continual learning Apr 15, 2019 class-incremental learning Class Incremental Learning
Code Code Available Learning to Remember: A Synaptic Plasticity Driven Framework for Continual Learning Apr 5, 2019 Continual Learning
Code Code Available Unsupervised Progressive Learning and the STAM Architecture Apr 3, 2019 Clustering Continual Learning
Code Code Available Does an LSTM forget more than a CNN? An empirical study of catastrophic forgetting in NLP Apr 1, 2019 Continual Learning Transfer Learning
— Unverified Learn to Grow: A Continual Structure Learning Framework for Overcoming Catastrophic Forgetting Mar 31, 2019 Continual Learning Neural Architecture Search
— Unverified Interactions between Representation Learning and Supervision Mar 25, 2019 Continual Learning Dimensionality Reduction
— Unverified Unsupervised Continual Learning and Self-Taught Associative Memory Hierarchies Mar 24, 2019 Continual Learning Online Clustering
— Unverified Convolution with even-sized kernels and symmetric padding Mar 20, 2019 Continual Learning image-classification
Code Code Available Regularize, Expand and Compress: Multi-task based Lifelong Learning via NonExpansive AutoML Mar 20, 2019 AutoML Continual Learning
— Unverified Gradient based sample selection for online continual learning Mar 20, 2019 class-incremental learning Class Incremental Learning
Code Code Available Continual Learning in Practice Mar 12, 2019 AutoML BIG-bench Machine Learning
— Unverified Continual Learning via Neural Pruning Mar 11, 2019 Continual Learning Diagnostic
— Unverified Rates of Convergence for Sparse Variational Gaussian Process Regression Mar 8, 2019 Continual Learning regression
Code Code Available Continual Learning Using World Models for Pseudo-Rehearsal Mar 6, 2019 Atari Games Continual Learning
— Unverified On Tiny Episodic Memories in Continual Learning Feb 27, 2019 Class Incremental Learning Continual Learning
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