Growing Representation Learning Oct 17, 2021 Continual Learning Neural Architecture Search
— Unverified Simplest Streaming Trees Oct 16, 2021 Continual Learning Transfer Learning
Code Code Available Lifelong Pretraining: Continually Adapting Language Models to Emerging Corpora Oct 16, 2021 Continual Learning Continual Pretraining
— Unverified Continual Learning on Noisy Data Streams via Self-Purified Replay Oct 14, 2021 Continual Learning Self-Supervised Learning
Code Code Available FedSpeech: Federated Text-to-Speech with Continual Learning Oct 14, 2021 Continual Learning Federated Learning
— Unverified Block Contextual MDPs for Continual Learning Oct 13, 2021 Continual Learning Generalization Bounds
— Unverified Continual learning using lattice-free MMI for speech recognition Oct 13, 2021 Automatic Speech Recognition Automatic Speech Recognition (ASR)
— Unverified Continual Learning with Differential Privacy Oct 11, 2021 Continual Learning
Code Code Available Avoiding Forgetting and Allowing Forward Transfer in Continual Learning via Sparse Networks Oct 11, 2021 class-incremental learning Class Incremental Learning
Code Code Available Cognitively Inspired Learning of Incremental Drifting Concepts Oct 9, 2021 Continual Learning
— Unverified Sequential Reptile: Inter-Task Gradient Alignment for Multilingual Learning Oct 6, 2021 Continual Learning Cross-Lingual Transfer
— Unverified Hypernetworks for Continual Semi-Supervised Learning Oct 5, 2021 Continual Learning Generative Adversarial Network
— Unverified GROWN: GRow Only When Necessary for Continual Learning Oct 3, 2021 Continual Learning Transfer Learning
— Unverified Inexact bilevel stochastic gradient methods for constrained and unconstrained lower-level problems Oct 1, 2021 BIG-bench Machine Learning Bilevel Optimization
Code Code Available Mako: Semi-supervised continual learning with minimal labeled data via data programming Sep 29, 2021 Continual Learning image-classification
— Unverified On the Convergence of Nonconvex Continual Learning with Adaptive Learning Rate Sep 29, 2021 Continual Learning image-classification
— Unverified Pretrained Language Model in Continual Learning: A Comparative Study Sep 29, 2021 Continual Learning Language Modeling
— Unverified A Unified Knowledge Distillation Framework for Deep Directed Graphical Models Sep 29, 2021 Continual Learning Federated Learning
— Unverified Chameleon Sampling: Diverse and Pure Example Selection for Online Continual Learning with Noisy Labels Sep 29, 2021 Continual Learning Diversity
— Unverified Optimizing Class Distribution in Memory for Multi-Label Continual Learning Sep 29, 2021 Continual Learning
— Unverified Continual Learning via Low-Rank Network Updates Sep 29, 2021 Continual Learning
— Unverified Towards a theory of out-of-distribution learning Sep 29, 2021 Continual Learning Learning Theory
— Unverified Gradient Imbalance and solution in Online Continual learning Sep 29, 2021 Continual Learning Incremental Learning
— Unverified Designing Less Forgetful Networks for Continual Learning Sep 29, 2021 Continual Learning
— Unverified Brain insights improve RNNs' accuracy and robustness for hierarchical control of continually learned autonomous motor motifs Sep 29, 2021 Continual Learning Inductive Bias
— Unverified Improving Meta-Continual Learning Representations with Representation Replay Sep 29, 2021 Continual Learning Meta-Learning
Code Code Available Continual Learning Using Task Conditional Neural Networks Sep 29, 2021 Continual Learning Mixture-of-Experts
— Unverified Model Zoo: A Growing Brain That Learns Continually Sep 29, 2021 Continual Learning Learning Theory
— Unverified Continual Learning of Neural Networks for Realtime Wireline Cable Position Inference Sep 29, 2021 Continual Learning Position
— Unverified Design and Evaluation for Robust Continual Learning Sep 29, 2021 Continual Learning Experimental Design
— Unverified ACCTS: an Adaptive Model Training Policy for Continuous Classification of Time Series Sep 29, 2021 Continual Learning Time Series
— Unverified Continual Learning Using Pseudo-Replay via Latent Space Sampling Sep 29, 2021 class-incremental learning Class Incremental Learning
— Unverified Ensembles and Encoders for Task-Free Continual Learning Sep 29, 2021 Continual Learning Self-Supervised Learning
— Unverified Effect of scale on catastrophic forgetting in neural networks Sep 29, 2021 Continual Learning
— Unverified Closed-loop Control for Online Continual Learning Sep 29, 2021 Continual Learning
— Unverified Learn the Time to Learn: Replay Scheduling for Continual Learning Sep 29, 2021 Continual Learning Scheduling
— Unverified Partially Relaxed Masks for Lightweight Knowledge Transfer without Forgetting in Continual Learning Sep 29, 2021 Continual Learning Incremental Learning
— Unverified Formalizing the Generalization-Forgetting Trade-off in Continual Learning Sep 28, 2021 Continual Learning
— Unverified Bayesian deep learning of affordances from RGB images Sep 27, 2021 Continual Learning Deep Learning
— Unverified Lifelong 3D Object Recognition and Grasp Synthesis Using Dual Memory Recurrent Self-Organization Networks Sep 23, 2021 3D Object Recognition Continual Learning
Code Code Available Recent Advances of Continual Learning in Computer Vision: An Overview Sep 23, 2021 Continual Learning Knowledge Distillation
— Unverified Towards Generalized and Incremental Few-Shot Object Detection Sep 23, 2021 Autonomous Driving Continual Learning
— Unverified Continual Learning with Memory Cascades Sep 22, 2021 Continual Learning Permuted-MNIST
— Unverified Stabilizing Elastic Weight Consolidation method in practical ML tasks and using weight importances for neural network pruning Sep 21, 2021 Continual Learning Network Pruning
Code Code Available Learning offline: memory replay in biological and artificial reinforcement learning Sep 21, 2021 Continual Learning Decision Making
— Unverified Unsupervised Continual Learning in Streaming Environments Sep 20, 2021 Clustering Continual Learning
— Unverified Class incremental learning for video action classification Sep 19, 2021 Action Classification Action Recognition In Videos
— Unverified Evaluating Continual Learning Algorithms by Generating 3D Virtual Environments Sep 16, 2021 Continual Learning
— Unverified Total Recall: a Customized Continual Learning Method for Neural Semantic Parsers Sep 11, 2021 Continual Learning Semantic Parsing
Code Code Available Saliency Guided Experience Packing for Replay in Continual Learning Sep 10, 2021 Continual Learning Image Classification
Code Code Available 