Federated and continual learning for classification tasks in a society of devices Jun 12, 2020 Continual Learning Federated Learning
— Unverified Unifying Regularisation Methods for Continual Learning Jun 11, 2020 Continual Learning
Code Code Available Continual Learning for Affective Computing Jun 10, 2020 Continual Learning
— Unverified Self-Supervised Learning Aided Class-Incremental Lifelong Learning Jun 10, 2020 class-incremental learning Class Incremental Learning
— Unverified Dataset Condensation with Gradient Matching Jun 10, 2020 Continual Learning Dataset Condensation
Code Code Available Variational Auto-Regressive Gaussian Processes for Continual Learning Jun 9, 2020 Bayesian Inference Continual Learning
Code Code Available Optimal Continual Learning has Perfect Memory and is NP-hard Jun 9, 2020 Continual Learning
— Unverified Continual Representation Learning for Biometric Identification Jun 8, 2020 Continual Learning Knowledge Distillation
Code Code Available Efficient Architecture Search for Continual Learning Jun 7, 2020 Continual Learning Neural Architecture Search
— Unverified Coresets via Bilevel Optimization for Continual Learning and Streaming Jun 6, 2020 Bilevel Optimization Continual Learning
Code Code Available Brain-inspired global-local learning incorporated with neuromorphic computing Jun 5, 2020 Continual Learning Few-Shot Learning
— Unverified Continual Learning of Predictive Models in Video Sequences via Variational Autoencoders Jun 2, 2020 Continual Learning
— Unverified Overcoming Multi-Model Forgetting in One-Shot NAS With Diversity Maximization Jun 1, 2020 Computational Efficiency Continual Learning
Code Code Available Prediction error-driven memory consolidation for continual learning. On the case of adaptive greenhouse models May 19, 2020 Continual Learning Prediction
— Unverified Continual Learning Using Multi-view Task Conditional Neural Networks May 8, 2020 Continual Learning
— Unverified Generative Feature Replay with Orthogonal Weight Modification for Continual Learning May 7, 2020 class-incremental learning Class Incremental Learning
— Unverified Incremental Few-Shot Object Detection for Robotics May 6, 2020 Classification Continual Learning
— Unverified Spatio-Temporal Event Segmentation and Localization for Wildlife Extended Videos May 5, 2020 Action Detection Activity Detection
— Unverified Explaining How Deep Neural Networks Forget by Deep Visualization May 3, 2020 Continual Learning Explainable artificial intelligence
Code Code Available Visually Grounded Continual Learning of Compositional Phrases May 2, 2020 Continual Learning Grounded language learning
Code Code Available Compositional Language Continual Learning May 1, 2020 Continual Learning Machine Translation
Code Code Available Continual Learning with Bayesian Neural Networks for Non-Stationary Data May 1, 2020 Continual Learning
— Unverified Importance Driven Continual Learning for Segmentation Across Domains Apr 30, 2020 Brain Segmentation Continual Learning
Code Code Available Exploring Fine-tuning Techniques for Pre-trained Cross-lingual Models via Continual Learning Apr 29, 2020 Continual Learning named-entity-recognition
— Unverified PODNet: Pooled Outputs Distillation for Small-Tasks Incremental Learning Apr 28, 2020 Class Incremental Learning Continual Learning
Code Code Available IROS 2019 Lifelong Robotic Vision Challenge -- Lifelong Object Recognition Report Apr 26, 2020 Continual Learning Object
— Unverified Dropout as an Implicit Gating Mechanism For Continual Learning Apr 24, 2020 Continual Learning
Code Code Available Continual Learning of Object Instances Apr 22, 2020 Continual Learning Metric Learning
Code Code Available Continual Learning using a Bayesian Nonparametric Dictionary of Weight Factors Apr 21, 2020 Continual Learning Transfer Learning
— Unverified Never Stop Learning: The Effectiveness of Fine-Tuning in Robotic Reinforcement Learning Apr 21, 2020 Continual Learning reinforcement-learning
— Unverified Explainable Goal-Driven Agents and Robots -- A Comprehensive Review Apr 21, 2020 Continual Learning Explainable artificial intelligence
— Unverified CLOPS: Continual Learning of Physiological Signals Apr 20, 2020 Continual Learning Multi-Task Learning
— Unverified Generative Feature Replay For Class-Incremental Learning Apr 20, 2020 class-incremental learning Class Incremental Learning
Code Code Available Continual Learning with Extended Kronecker-factored Approximate Curvature Apr 16, 2020 Continual Learning General Classification
— Unverified Continual Reinforcement Learning with Multi-Timescale Replay Apr 16, 2020 Continual Learning continuous-control
Code Code Available Defining Benchmarks for Continual Few-Shot Learning Apr 15, 2020 continual few-shot learning Continual Learning
Code Code Available Dark Experience for General Continual Learning: a Strong, Simple Baseline Apr 15, 2020 class-incremental learning Class Incremental Learning
Code Code Available Hidden Markov Neural Networks Apr 15, 2020 Continual Learning Time Series
— Unverified Continual Learning for Anomaly Detection in Surveillance Videos Apr 15, 2020 Anomaly Detection Anomaly Detection In Surveillance Videos
— Unverified CALM: Continuous Adaptive Learning for Language Modeling Apr 8, 2020 Continual Learning Language Modeling
— Unverified Continual Learning with Gated Incremental Memories for sequential data processing Apr 8, 2020 Continual Learning Reinforcement Learning
Code Code Available Evaluating Online Continual Learning with CALM Apr 7, 2020 Continual Learning Language Modelling
Code Code Available Continual Domain-Tuning for Pretrained Language Models Apr 5, 2020 Continual Learning
— Unverified Towards Lifelong Self-Supervision For Unpaired Image-to-Image Translation Mar 31, 2020 Colorization Continual Learning
Code Code Available Conditional Channel Gated Networks for Task-Aware Continual Learning Mar 31, 2020 Continual Learning
Code Code Available Unsupervised Model Personalization while Preserving Privacy and Scalability: An Open Problem Mar 30, 2020 Continual Learning Domain Adaptation
Code Code Available Continual Learning with Node-Importance based Adaptive Group Sparse Regularization Mar 30, 2020 Continual Learning Reinforcement Learning
— Unverified Action Localization through Continual Predictive Learning Mar 26, 2020 Action Localization Action Recognition
— Unverified Adversarial Continual Learning Mar 21, 2020 Continual Learning image-classification
Code Code Available Online Continual Learning on Sequences Mar 20, 2020 Continual Learning Incremental Learning
— Unverified 