Continual Learning

VariGrow: Variational Architecture Growing for Task-Agnostic Continual Learning based on Bayesian Novelty ICML 2022 vCLIMB: A Novel Video Class Incremental Learning Benchmark CVPR 2022 Wide Neural Networks Forget Less Catastrophically ICML 2022 Wild-Time: A Benchmark of in-the-Wild Distribution Shift over Time NeurIPS 2022 Achieving Forgetting Prevention and Knowledge Transfer in Continual Learning NeurIPS 2021 A Continual Learning Framework for Uncertainty-Aware Interactive Image Segmentation AAAI 2021 Adapting BERT for Continual Learning of a Sequence of Aspect Sentiment Classification Tasks NAACL 2021 Adaptive Aggregation Networks for Class-Incremental Learning CVPR 2021 AdaXpert: Adapting Neural Architecture for Growing Data ICML 2021 Addressing Catastrophic Forgetting in Few-Shot Problems ICML 2021 AFEC: Active Forgetting of Negative Transfer in Continual Learning NeurIPS 2021 Always Be Dreaming: A New Approach for Data-Free Class-Incremental Learning ICCV 2021 Analyzing the Forgetting Problem in Pretrain-Finetuning of Open-domain Dialogue Response Models EACL 2021 Anatomy of Catastrophic Forgetting: Hidden Representations and Task Semantics ICLR 2021 Are Neural Nets Modular? Inspecting Functional Modularity Through Differentiable Weight Masks ICLR 2021 A Theoretical Analysis of Catastrophic Forgetting through the NTK Overlap Matrix AISTATS 2021 Autonomous Reinforcement Learning via Subgoal Curricula NeurIPS 2021 A Weight Moving Average Based Alternate Decoupled Learning Algorithm for Long-Tailed Language Identification Interspeech 2021 Bayesian Structural Adaptation for Continual Learning ICML 2021 Biological learning in key-value memory networks NeurIPS 2021 BNS: Building Network Structures Dynamically for Continual Learning NeurIPS 2021 BooVAE: Boosting Approach for Continual Learning of VAE NeurIPS 2021 Bridging Non Co-occurrence with Unlabeled In-the-wild Data for Incremental Object Detection NeurIPS 2021 CAM-GAN: Continual Adaptation Modules for Generative Adversarial Networks NeurIPS 2021 Change Matters: Medication Change Prediction with Recurrent Residual Networks IJCAI 2021