Increasing Depth of Neural Networks for Life-long Learning Feb 22, 2022 Continual Learning Permuted-MNIST
— Unverified Explicit Regularization via Regularizer Mirror Descent Feb 22, 2022 Continual Learning
— Unverified Learning Bayesian Sparse Networks with Full Experience Replay for Continual Learning Feb 21, 2022 Continual Learning Knowledge Distillation
— Unverified Continual Learning Beyond a Single Model Feb 20, 2022 Continual Learning model
— Unverified Learning a Shield from Catastrophic Action Effects: Never Repeat the Same Mistake Feb 19, 2022 Continual Learning Safe Reinforcement Learning
— Unverified Design of Explainability Module with Experts in the Loop for Visualization and Dynamic Adjustment of Continual Learning Feb 14, 2022 Continual Learning Decision Making
— Unverified Memory Replay with Data Compression for Continual Learning Feb 14, 2022 Autonomous Driving class-incremental learning
Code Code Available Continual Learning from Demonstration of Robotics Skills Feb 14, 2022 Continual Learning
Code Code Available Exemplar-free Online Continual Learning Feb 11, 2022 Continual Learning Exemplar-Free
— Unverified Continual Learning with Invertible Generative Models Feb 11, 2022 Continual Learning
Code Code Available The Dual Form of Neural Networks Revisited: Connecting Test Time Predictions to Training Patterns via Spotlights of Attention Feb 11, 2022 Continual Learning Form
Code Code Available A Neural Network Model of Continual Learning with Cognitive Control Feb 9, 2022 Blocking Continual Learning
— Unverified False Memory Formation in Continual Learners Through Imperceptible Backdoor Trigger Feb 9, 2022 Backdoor Attack Continual Learning
— Unverified TimeLMs: Diachronic Language Models from Twitter Feb 8, 2022 Continual Learning Language Modeling
Code Code Available Dataset Condensation with Contrastive Signals Feb 7, 2022 Attribute Continual Learning
Code Code Available TRGP: Trust Region Gradient Projection for Continual Learning Feb 7, 2022 Continual Learning Transfer Learning
Code Code Available Architecture Matters in Continual Learning Feb 1, 2022 Continual Learning
— Unverified Progressive Continual Learning for Spoken Keyword Spotting Jan 29, 2022 Continual Learning Keyword Spotting
Code Code Available Continual Learning with Recursive Gradient Optimization Jan 29, 2022 Continual Learning
— Unverified Rebalancing Batch Normalization for Exemplar-based Class-Incremental Learning Jan 29, 2022 class-incremental learning Class Incremental Learning
Code Code Available Learning Fast, Learning Slow: A General Continual Learning Method based on Complementary Learning System Jan 29, 2022 Continual Learning
Code Code Available A neural net architecture based on principles of neural plasticity and development evolves to effectively catch prey in a simulated environment Jan 28, 2022 Continual Learning
— Unverified Adaptive Resonance Theory-based Topological Clustering with a Divisive Hierarchical Structure Capable of Continual Learning Jan 26, 2022 Clustering Continual Learning
— Unverified Representations learnt by SGD and Adaptive learning rules: Conditions that vary sparsity and selectivity in neural networks Jan 25, 2022 Continual Learning
Code Code Available PaRT: Parallel Learning Towards Robust and Transparent AI Jan 24, 2022 Continual Learning Multi-Task Learning
Code Code Available vCLIMB: A Novel Video Class Incremental Learning Benchmark Jan 23, 2022 class-incremental learning Class Incremental Learning
— Unverified Learning to Predict Gradients for Semi-Supervised Continual Learning Jan 23, 2022 Continual Learning
Code Code Available Prospective Learning: Principled Extrapolation to the Future Jan 19, 2022 Continual Learning Decision Making
— Unverified Continual Learning for CTR Prediction: A Hybrid Approach Jan 18, 2022 Click-Through Rate Prediction Continual Learning
— Unverified The CLEAR Benchmark: Continual LEArning on Real-World Imagery Jan 17, 2022 Continual Learning image-classification
Code Code Available Logarithmic Continual Learning Jan 17, 2022 Continual Learning
— Unverified TemporalWiki: A Lifelong Benchmark for Training and Evaluating Ever-Evolving Language Models Jan 16, 2022 Continual Learning
— Unverified Cross-lingual Lifelong Learning Jan 16, 2022 Continual Learning Lifelong learning
— Unverified ProQA: Structural Prompt-based Pre-training for Unified Question Answering Jan 16, 2022 Continual Learning Few-Shot Learning
— Unverified Task Formulation Matters When Learning Continuously: A Case Study in Visual Question Answering Jan 16, 2022 Continual Learning Incremental Learning
— Unverified Continual Learning for Seq2Seq Generations with Transformer Calibration Jan 16, 2022 Continual Learning Lifelong learning
— Unverified Federated Continual Learning for Socially Aware Robotics Jan 14, 2022 Continual Learning Federated Learning
— Unverified Beyond Simple Meta-Learning: Multi-Purpose Models for Multi-Domain, Active and Continual Few-Shot Learning Jan 13, 2022 Active Learning continual few-shot learning
— Unverified Technical Report for ICCV 2021 Challenge SSLAD-Track3B: Transformers Are Better Continual Learners Jan 13, 2022 Continual Learning Knowledge Distillation
— Unverified Continual Learning of Long Topic Sequences in Neural Information Retrieval Jan 10, 2022 Continual Learning Information Retrieval
Code Code Available Incremental Knowledge Tracing from Multiple Schools Jan 7, 2022 Continual Learning Knowledge Tracing
— Unverified Hyperparameter-free Continuous Learning for Domain Classification in Natural Language Understanding Jan 5, 2022 Continual Learning domain classification
— Unverified Mixture of basis for interpretable continual learning with distribution shifts Jan 5, 2022 Continual Learning
— Unverified Weakly-supervised continual learning for class-incremental segmentation Jan 4, 2022 Continual Learning Pseudo Label
Code Code Available Class-Incremental Continual Learning into the eXtended DER-verse Jan 3, 2022 Continual Learning Knowledge Distillation
— Unverified Class Similarity Weighted Knowledge Distillation for Continual Semantic Segmentation Jan 1, 2022 Continual Learning Continual Semantic Segmentation
— Unverified Continual Stereo Matching of Continuous Driving Scenes With Growing Architecture Jan 1, 2022 Continual Learning RAG
Code Code Available Continual Learning With Lifelong Vision Transformer Jan 1, 2022 Continual Learning
— Unverified Learn From Others and Be Yourself in Heterogeneous Federated Learning Jan 1, 2022 Continual Learning Federated Learning
Code Code Available Not Just Selection, but Exploration: Online Class-Incremental Continual Learning via Dual View Consistency Jan 1, 2022 Continual Learning
Code Code Available 