GCR: Gradient Coreset Based Replay Buffer Selection For Continual Learning Nov 18, 2021 Continual Learning
— Unverified Sustainable Artificial Intelligence through Continual Learning Nov 17, 2021 Continual Learning
— Unverified Continual Prompt Tuning for Dialog State Tracking Nov 16, 2021 Continual Learning dialog state tracking
— Unverified MAML-CL: Edited Model-Agnostic Meta-Learning for Continual Learning Nov 16, 2021 Continual Learning Meta-Learning
Code Code Available Power Norm Based Lifelong Learning for Paraphrase Generations Nov 16, 2021 Continual Learning Lifelong learning
— Unverified Consecutive Task-oriented Dialog Policy Learning Nov 16, 2021 Continual Learning Management
— Unverified CoLLIE: Continual Learning of Language Grounding from Language-Image Embeddings Nov 15, 2021 Continual Learning Few-Shot Learning
Code Code Available Continual Learning via Local Module Composition Nov 15, 2021 Continual Learning Transfer Learning
Code Code Available Target Layer Regularization for Continual Learning Using Cramer-Wold Generator Nov 15, 2021 Continual Learning
Code Code Available Attentive Federated Learning for Concept Drift in Distributed 5G Edge Networks Nov 14, 2021 Continual Learning Edge-computing
Code Code Available Incremental Meta-Learning via Episodic Replay Distillation for Few-Shot Image Recognition Nov 9, 2021 Continual Learning Knowledge Distillation
Code Code Available Joint Inference for Neural Network Depth and Dropout Regularization Nov 8, 2021 Continual Learning Model Selection
Code Code Available TaskDrop: A Competitive Baseline for Continual Learning of Sentiment Classification Nov 5, 2021 Classification Continual Learning
Code Code Available Online Continual Learning via Multiple Deep Metric Learning and Uncertainty-guided Episodic Memory Replay -- 3rd Place Solution for ICCV 2021 Workshop SSLAD Track 3A Continual Object Classification Nov 4, 2021 Autonomous Driving Continual Learning
Code Code Available A Meta-Learned Neuron model for Continual Learning Nov 3, 2021 Continual Learning model
— Unverified One Pass ImageNet Nov 3, 2021 Continual Learning Deep Learning
— Unverified Deep learning via message passing algorithms based on belief propagation Oct 27, 2021 Continual Learning Deep Learning
— Unverified Learning where to learn: Gradient sparsity in meta and continual learning Oct 27, 2021 Continual Learning Inductive Bias
Code Code Available Provable Lifelong Learning of Representations Oct 27, 2021 Continual Learning Lifelong learning
— Unverified Brain-inspired feature exaggeration in generative replay for continual learning Oct 26, 2021 class-incremental learning Class Incremental Learning
— Unverified Exploring System Performance of Continual Learning for Mobile and Embedded Sensing Applications Oct 25, 2021 Continual Learning Incremental Learning
— Unverified Mixture-of-Variational-Experts for Continual Learning Oct 25, 2021 Continual Learning Domain-IL Continual Learning
Code Code Available AFEC: Active Forgetting of Negative Transfer in Continual Learning Oct 23, 2021 Continual Learning Transfer Learning
Code Code Available Wide Neural Networks Forget Less Catastrophically Oct 21, 2021 Continual Learning
— Unverified HCV: Hierarchy-Consistency Verification for Incremental Implicitly-Refined Classification Oct 21, 2021 Classification Continual Learning
Code Code Available Center Loss Regularization for Continual Learning Oct 21, 2021 Continual Learning Domain Adaptation
— Unverified Continual Learning in Multilingual NMT via Language-Specific Embeddings Oct 20, 2021 Continual Learning NMT
— Unverified A TinyML Platform for On-Device Continual Learning with Quantized Latent Replays Oct 20, 2021 Continual Learning Quantization
— Unverified On Label-Efficient Computer Vision: Building Fast and Effective Few-Shot Image Classifiers Oct 19, 2021 Active Learning Continual Learning
— Unverified A Simple Approach to Continual Learning by Transferring Skill Parameters Oct 19, 2021 Continual Learning
— Unverified Online Continual Learning on Class Incremental Blurry Task Configuration with Anytime Inference Oct 19, 2021 Continual Learning Management
Code Code Available Dendritic Self-Organizing Maps for Continual Learning Oct 18, 2021 Continual Learning Split-CIFAR-10
— Unverified Growing Representation Learning Oct 17, 2021 Continual Learning Neural Architecture Search
— Unverified Online Continual Learning Via Candidates Voting Oct 17, 2021 Continual Learning image-classification
— 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 FedSpeech: Federated Text-to-Speech with Continual Learning Oct 14, 2021 Continual Learning Federated Learning
— Unverified Carousel Memory: Rethinking the Design of Episodic Memory for Continual Learning Oct 14, 2021 Continual Learning Management
Code Code Available Continual Learning on Noisy Data Streams via Self-Purified Replay Oct 14, 2021 Continual Learning Self-Supervised Learning
Code Code Available Subspace Regularizers for Few-Shot Class Incremental Learning Oct 13, 2021 class-incremental learning Class Incremental Learning
Code Code Available Block Contextual MDPs for Continual Learning Oct 13, 2021 Continual Learning Generalization Bounds
— Unverified Representational Continuity for Unsupervised Continual Learning Oct 13, 2021 Continual Learning
Code Code Available 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 Flattening Sharpness for Dynamic Gradient Projection Memory Benefits Continual Learning Oct 9, 2021 Continual Learning Sensitivity
Code Code Available Cognitively Inspired Learning of Incremental Drifting Concepts Oct 9, 2021 Continual Learning
— Unverified Dataset Condensation with Distribution Matching Oct 8, 2021 Continual Learning Dataset Condensation
Code Code Available CLEVA-Compass: A Continual Learning EValuation Assessment Compass to Promote Research Transparency and Comparability Oct 7, 2021 Continual Learning
Code Code Available Towards Continual Knowledge Learning of Language Models Oct 7, 2021 Continual Learning Fact Checking
Code Code Available 