Evaluating Logical Generalization in Graph Neural Networks Mar 14, 2020 Continual Learning Diversity
Code Code Available Online Fast Adaptation and Knowledge Accumulation: a New Approach to Continual Learning Mar 12, 2020 Continual Learning Meta-Learning
Code Code Available FoCL: Feature-Oriented Continual Learning for Generative Models Mar 9, 2020 Continual Learning Incremental Learning
Code Code Available Federated Continual Learning with Weighted Inter-client Transfer Mar 6, 2020 Continual Learning Federated Learning
Code Code Available Triple Memory Networks: a Brain-Inspired Method for Continual Learning Mar 6, 2020 Attribute class-incremental learning
Code Code Available Metaplasticity in Multistate Memristor Synaptic Networks Feb 26, 2020 Continual Learning
— Unverified Training Binary Neural Networks using the Bayesian Learning Rule Feb 25, 2020 Continual Learning
Code Code Available Mnemonics Training: Multi-Class Incremental Learning without Forgetting Feb 24, 2020 class-incremental learning Class Incremental Learning
Code Code Available Learning to Continually Learn Feb 21, 2020 Continual Learning Lifelong learning
Code Code Available Using Hindsight to Anchor Past Knowledge in Continual Learning Feb 19, 2020 Bilevel Optimization Continual Learning
— Unverified Residual Continual Learning Feb 17, 2020 Continual Learning
Code Code Available Targeted Forgetting and False Memory Formation in Continual Learners through Adversarial Backdoor Attacks Feb 17, 2020 Backdoor Attack Continual Learning
— Unverified Adapting to Unseen Environments through Explicit Representation of Context Feb 13, 2020 Autonomous Driving Continual Learning
— Unverified Modeling the Background for Incremental Learning in Semantic Segmentation Feb 3, 2020 Continual Learning Disjoint 10-1
Code Code Available What's a Good Prediction? Challenges in evaluating an agent's knowledge Jan 23, 2020 Continual Learning General Knowledge
— Unverified Ternary Feature Masks: zero-forgetting for task-incremental learning Jan 23, 2020 Continual Learning Incremental Learning
— Unverified SPACE: Structured Compression and Sharing of Representational Space for Continual Learning Jan 23, 2020 Continual Learning
Code Code Available Continual Learning for Domain Adaptation in Chest X-ray Classification Jan 16, 2020 Classification Continual Learning
— Unverified Dissecting Catastrophic Forgetting in Continual Learning by Deep Visualization Jan 6, 2020 Continual Learning
Code Code Available Human Action Recognition and Assessment via Deep Neural Network Self-Organization Jan 4, 2020 Action Recognition Continual Learning
— Unverified A Neural Dirichlet Process Mixture Model for Task-Free Continual Learning Jan 3, 2020 Continual Learning image-classification
Code Code Available Online Continual Learning from Imbalanced Data Jan 1, 2020 Computational Efficiency Continual Learning
— Unverified Attacking Lifelong Learning Models with Gradient Reversion Jan 1, 2020 Continual Learning Lifelong learning
— Unverified Dreaming to Distill: Data-free Knowledge Transfer via DeepInversion Dec 18, 2019 Continual Learning Diversity
Code Code Available Direction Concentration Learning: Enhancing Congruency in Machine Learning Dec 17, 2019 BIG-bench Machine Learning Continual Learning
Code Code Available How to Evaluate the Next System: Automatic Dialogue Evaluation from the Perspective of Continual Learning Dec 10, 2019 Continual Learning Dialogue Evaluation
— Unverified Reducing Catastrophic Forgetting in Modular Neural Networks by Dynamic Information Balancing Dec 10, 2019 Continual Learning Lifelong learning
— Unverified Bayesian Structure Adaptation for Continual Learning Dec 8, 2019 Continual Learning
Code Code Available Regularization Shortcomings for Continual Learning Dec 6, 2019 Continual Learning Multi-Task Learning
— Unverified Hierarchical Indian Buffet Neural Networks for Bayesian Continual Learning Dec 4, 2019 Continual Learning Variational Inference
— Unverified Overcoming Catastrophic Forgetting by Generative Regularization Dec 3, 2019 Bayesian Inference Continual Learning
— Unverified Just Ask:An Interactive Learning Framework for Vision and Language Navigation Dec 2, 2019 Continual Learning Data Augmentation
— Unverified Latent Replay for Real-Time Continual Learning Dec 2, 2019 Continual Learning CPU
Code Code Available Random Path Selection for Continual Learning Dec 1, 2019 Continual Learning Incremental Learning
Code Code Available Online Continual Learning with Maximal Interfered Retrieval Dec 1, 2019 class-incremental learning Class Incremental Learning
Code Code Available GRIm-RePR: Prioritising Generating Important Features for Pseudo-Rehearsal Nov 27, 2019 Atari Games Continual Learning
— Unverified Continual adaptation for efficient machine communication Nov 22, 2019 Continual Learning Language Modeling
Code Code Available A Conceptual Framework for Lifelong Learning Nov 21, 2019 Continual Learning Few-Shot Learning
— Unverified Continual Learning with Adaptive Weights (CLAW) Nov 21, 2019 Continual Learning Transfer Learning
— Unverified Online Learned Continual Compression with Adaptive Quantization Modules Nov 19, 2019 Continual Learning Decoder
Code Code Available Fuzzy Tiling Activations: A Simple Approach to Learning Sparse Representations Online Nov 19, 2019 Continual Learning continuous-control
— Unverified Finding a human-like classifier Nov 13, 2019 Adversarial Robustness Continual Learning
— Unverified Learning from the Past: Continual Meta-Learning via Bayesian Graph Modeling Nov 12, 2019 Continual Learning Few-Shot Learning
— Unverified Making Good on LSTMs' Unfulfilled Promise Nov 11, 2019 Continual Learning Decision Making
— Unverified A Progressive Model to Enable Continual Learning for Semantic Slot Filling Nov 1, 2019 Continual Learning slot-filling
— Unverified Continual Multi-task Gaussian Processes Oct 31, 2019 Bayesian Inference Continual Learning
Code Code Available Continual Unsupervised Representation Learning Oct 31, 2019 Continual Learning Reinforcement Learning
— Unverified Adversarial Feature Alignment: Avoid Catastrophic Forgetting in Incremental Task Lifelong Learning Oct 24, 2019 Continual Learning image-classification
— Unverified Continual Learning for Infinite Hierarchical Change-Point Detection Oct 22, 2019 Change Point Detection Continual Learning
Code Code Available Orthogonal Gradient Descent for Continual Learning Oct 15, 2019 Continual Learning
— Unverified 