Continual Learning by Asymmetric Loss Approximation with Single-Side Overestimation Aug 8, 2019 Continual Learning
— Unverified Visualizing the PHATE of Neural Networks Aug 7, 2019 Continual Learning Dimensionality Reduction
Code Code Available Weight Friction: A Simple Method to Overcome Catastrophic Forgetting and Enable Continual Learning Aug 2, 2019 Continual Learning Friction
— Unverified Toward Understanding Catastrophic Forgetting in Continual Learning Aug 2, 2019 Continual Learning
— Unverified Continual Learning via Online Leverage Score Sampling Aug 1, 2019 Computational Efficiency Continual Learning
— Unverified Lifelong GAN: Continual Learning for Conditional Image Generation Jul 23, 2019 Conditional Image Generation Continual Learning
— Unverified Autoencoder-Based Incremental Class Learning without Retraining on Old Data Jul 18, 2019 Continual Learning General Classification
— Unverified Motion Planning Networks: Bridging the Gap Between Learning-based and Classical Motion Planners Jul 13, 2019 Continual Learning Motion Planning
Code Code Available Rethinking Continual Learning for Autonomous Agents and Robots Jul 2, 2019 Continual Learning Transfer Learning
— Unverified Radial Bayesian Neural Networks: Beyond Discrete Support In Large-Scale Bayesian Deep Learning Jul 1, 2019 Continual Learning Variational Inference
Code Code Available NetTailor: Tuning the Architecture, Not Just the Weights Jun 29, 2019 Continual Learning Object Recognition
Code Code Available Continual Learning for Robotics: Definition, Framework, Learning Strategies, Opportunities and Challenges Jun 29, 2019 BIG-bench Machine Learning Continual Learning
— Unverified Beneficial perturbation network for continual learning Jun 22, 2019 Continual Learning
— Unverified Conditional Computation for Continual Learning Jun 16, 2019 Continual Learning
— Unverified Continual and Multi-Task Architecture Search Jun 12, 2019 Continual Learning General Classification
Code Code Available Task Agnostic Continual Learning via Meta Learning Jun 12, 2019 Continual Learning Meta-Learning
— Unverified Continual Reinforcement Learning deployed in Real-life using Policy Distillation and Sim2Real Transfer Jun 11, 2019 Continual Learning reinforcement-learning
— Unverified 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 Episodic Memory in Lifelong Language Learning Jun 3, 2019 Continual Learning General Classification
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 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 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 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 Continuous Learning for Large-scale Personalized Domain Classification May 2, 2019 Classification Continual Learning
— Unverified Overcoming Catastrophic Forgetting via Model Adaptation May 1, 2019 Continual Learning Lifelong learning
— Unverified Interpretable Continual Learning May 1, 2019 Continual Learning
— Unverified Learning to remember: Dynamic Generative Memory for Continual Learning May 1, 2019 Continual Learning
— Unverified Continual Learning via Explicit Structure Learning May 1, 2019 Continual Learning Permuted-MNIST
— Unverified Activity Regularization for Continual Learning May 1, 2019 Continual Learning Multi-Task 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 Learning to Remember: A Synaptic Plasticity Driven Framework for Continual Learning Apr 5, 2019 Continual Learning
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