Learning to Continuously Optimize Wireless Resource in a Dynamic Environment: A Bilevel Optimization Perspective May 3, 2021 Bilevel Optimization Continual Learning
Code Code Available A Deep Learning Framework for Lifelong Machine Learning May 1, 2021 BIG-bench Machine Learning Continual Learning
— Unverified Continual Learning Approach for Improving the Data and Computation Mapping in Near-Memory Processing System Apr 28, 2021 Continual Learning
— Unverified Preserving Earlier Knowledge in Continual Learning with the Help of All Previous Feature Extractors Apr 28, 2021 All Continual Learning
— Unverified Continual Distributed Learning for Crisis Management Apr 26, 2021 Continual Learning Disaster Response
— Unverified Dynamic VAEs with Generative Replay for Continual Zero-shot Learning Apr 26, 2021 Continual Learning Zero-Shot Learning
Code Code Available Class-Incremental Experience Replay for Continual Learning under Concept Drift Apr 24, 2021 Continual Learning valid
Code Code Available VeriMedi: Pill Identification using Proxy-based Deep Metric Learning and Exact Solution Apr 22, 2021 Continual Learning Fine-Grained Visual Categorization
— Unverified Concept Drift Detection from Multi-Class Imbalanced Data Streams Apr 20, 2021 Continual Learning Drift Detection
— Unverified Class-Incremental Learning with Generative Classifiers Apr 20, 2021 class-incremental learning Class Incremental Learning
Code Code Available Overcoming Catastrophic Forgetting with Gaussian Mixture Replay Apr 19, 2021 Continual Learning Density Estimation
— Unverified Continual Learning in Sensor-based Human Activity Recognition: an Empirical Benchmark Analysis Apr 19, 2021 Activity Recognition Continual Learning
— Unverified Continual Learning with Fully Probabilistic Models Apr 19, 2021 Boundary Detection class-incremental learning
— Unverified Few-shot Continual Learning: a Brain-inspired Approach Apr 19, 2021 Continual Learning Few-Shot Learning
— Unverified Learn Continually, Generalize Rapidly: Lifelong Knowledge Accumulation for Few-shot Learning Apr 18, 2021 Continual Learning Few-Shot Learning
Code Code Available Dynamically Addressing Unseen Rumor via Continual Learning Apr 18, 2021 Continual Learning Veracity Classification
— Unverified Lifelong Learning with Sketched Structural Regularization Apr 17, 2021 Continual Learning Lifelong learning
— Unverified Continual Learning for Fake Audio Detection Apr 15, 2021 Continual Learning Knowledge Distillation
— Unverified Rehearsal revealed: The limits and merits of revisiting samples in continual learning Apr 15, 2021 Continual Learning
Code Code Available Unsupervised Continual Learning Via Pseudo Labels Apr 14, 2021 Clustering Continual Learning
— Unverified Neural Architecture Search of Deep Priors: Towards Continual Learning without Catastrophic Interference Apr 14, 2021 Continual Learning General Classification
Code Code Available Continual learning in cross-modal retrieval Apr 14, 2021 Continual Learning cross-modal alignment
— Unverified Continual Learning for Text Classification with Information Disentanglement Based Regularization Apr 12, 2021 Continual Learning Disentanglement
Code Code Available From partners to populations: A hierarchical Bayesian account of coordination and convention Apr 12, 2021 Continual Learning
Code Code Available New Insights on Reducing Abrupt Representation Change in Online Continual Learning Apr 11, 2021 Continual Learning Metric Learning
Code Code Available Unsupervised Class-Incremental Learning Through Confusion Apr 9, 2021 class-incremental learning Class Incremental Learning
— Unverified Tuned Compositional Feature Replays for Efficient Stream Learning Apr 6, 2021 Continual Learning Image Classification
Code Code Available C-COMA: A CONTINUAL REINFORCEMENT LEARNING MODEL FOR DYNAMIC MULTIAGENT ENVIRONMENTS Apr 5, 2021 Continual Learning Multi-agent Reinforcement Learning
Code Code Available Understanding Continual Learning Settings with Data Distribution Drift Analysis Apr 4, 2021 BIG-bench Machine Learning Continual Learning
— Unverified Lifelong Knowledge-Enriched Social Event Representation Learning Apr 1, 2021 Continual Learning Representation Learning
— Unverified Avalanche: an End-to-End Library for Continual Learning Apr 1, 2021 class-incremental learning Class Incremental Learning
Code Code Available Rainbow Memory: Continual Learning with a Memory of Diverse Samples Mar 31, 2021 Continual Learning Data Augmentation
Code Code Available Rectification-based Knowledge Retention for Continual Learning Mar 30, 2021 Continual Learning Generalized Zero-Shot Learning
— Unverified Distilled Replay: Overcoming Forgetting through Synthetic Samples Mar 29, 2021 Continual Learning
Code Code Available Continual Speaker Adaptation for Text-to-Speech Synthesis Mar 26, 2021 Continual Learning Diversity
— Unverified Efficient Feature Transformations for Discriminative and Generative Continual Learning Mar 25, 2021 Continual Learning
Code Code Available Self-Supervised Training Enhances Online Continual Learning Mar 25, 2021 Continual Learning image-classification
— Unverified Balanced softmax cross-entropy for incremental learning with and without memory Mar 23, 2021 class-incremental learning Class Incremental Learning
— Unverified Supervised Contrastive Replay: Revisiting the Nearest Class Mean Classifier in Online Class-Incremental Continual Learning Mar 22, 2021 class-incremental learning Class Incremental Learning
Code Code Available Catastrophic Forgetting in Deep Graph Networks: an Introductory Benchmark for Graph Classification Mar 22, 2021 Continual Learning General Classification
Code Code Available Online Lifelong Generalized Zero-Shot Learning Mar 19, 2021 Continual Learning Generalized Zero-Shot Learning
Code Code Available Gradient Projection Memory for Continual Learning Mar 17, 2021 Attribute Continual Learning
Code Code Available Towards Fair Affective Robotics: Continual Learning for Mitigating Bias in Facial Expression and Action Unit Recognition Mar 15, 2021 Continual Learning Facial Expression Recognition
— Unverified Domain-Incremental Continual Learning for Mitigating Bias in Facial Expression and Action Unit Recognition Mar 15, 2021 Continual Learning Facial Expression Recognition
— Unverified Online Learning with Radial Basis Function Networks Mar 15, 2021 Clustering Continual Learning
— Unverified Learning Novel Objects Continually Through Curiosity Mar 13, 2021 Active Learning Continual Learning
— Unverified Continual Learning for Recurrent Neural Networks: an Empirical Evaluation Mar 12, 2021 Continual Learning
— Unverified Training Networks in Null Space of Feature Covariance for Continual Learning Mar 12, 2021 Continual Learning
Code Code Available Towards Continual Learning for Multilingual Machine Translation via Vocabulary Substitution Mar 11, 2021 Continual Learning Machine Translation
— Unverified Continual Semantic Segmentation via Repulsion-Attraction of Sparse and Disentangled Latent Representations Mar 10, 2021 Continual Learning Continual Semantic Segmentation
— Unverified 