Prompt Augmented Generative Replay via Supervised Contrastive Learning for Lifelong Intent Detection Jul 1, 2022 Continual Learning Contrastive Learning
— Unverified Parameter-efficient Continual Learning Framework in Industrial Real-time Text Classification System Jul 1, 2022 Continual Learning text-classification
— Unverified Continual Learning for Human State Monitoring Jun 29, 2022 Continual Learning Time Series
Code Code Available Continual Learning with Transformers for Image Classification Jun 28, 2022 Classification Continual Learning
— Unverified Hebbian Continual Representation Learning Jun 28, 2022 BIG-bench Machine Learning class-incremental learning
— Unverified SHELS: Exclusive Feature Sets for Novelty Detection and Continual Learning Without Class Boundaries Jun 28, 2022 class-incremental learning Class Incremental Learning
Code Code Available Continual Learning of Dynamical Systems with Competitive Federated Reservoir Computing Jun 27, 2022 Continual Learning
Code Code Available On-device Synaptic Memory Consolidation using Fowler-Nordheim Quantum-tunneling Jun 27, 2022 Continual Learning
— Unverified Sample Condensation in Online Continual Learning Jun 23, 2022 Continual Learning
Code Code Available Debugging using Orthogonal Gradient Descent Jun 17, 2022 Continual Learning
— Unverified Lifelong Wandering: A realistic few-shot online continual learning setting Jun 16, 2022 Continual Learning Few-Shot Learning
— Unverified Continual Learning with Guarantees via Weight Interval Constraints Jun 16, 2022 Continual Learning
Code Code Available Towards Diverse Evaluation of Class Incremental Learning: A Representation Learning Perspective Jun 16, 2022 class-incremental learning Class Incremental Learning
— Unverified Queried Unlabeled Data Improves and Robustifies Class-Incremental Learning Jun 15, 2022 Adversarial Robustness class-incremental learning
Code Code Available Learning towards Synchronous Network Memorizability and Generalizability for Continual Segmentation across Multiple Sites Jun 14, 2022 Continual Learning
Code Code Available Continual-Learning-as-a-Service (CLaaS): On-Demand Efficient Adaptation of Predictive Models Jun 14, 2022 Attribute BIG-bench Machine Learning
— Unverified What Should I Know? Using Meta-gradient Descent for Predictive Feature Discovery in a Single Stream of Experience Jun 13, 2022 Continual Learning Decision Making
— Unverified Matching options to tasks using Option-Indexed Hierarchical Reinforcement Learning Jun 12, 2022 Continual Learning Hierarchical Reinforcement Learning
— Unverified Exploring the Intersection between Neural Architecture Search and Continual Learning Jun 11, 2022 AutoML Continual Learning
— Unverified SYNERgy between SYNaptic consolidation and Experience Replay for general continual learning Jun 8, 2022 Continual Learning
Code Code Available A Study of Continual Learning Methods for Q-Learning Jun 8, 2022 Continual Learning Q-Learning
— Unverified Effects of Auxiliary Knowledge on Continual Learning Jun 3, 2022 Continual Learning image-classification
— Unverified Analysis of Catastrophic Forgetting for Random Orthogonal Transformation Tasks in the Overparameterized Regime Jun 1, 2022 Continual Learning image-classification
— Unverified Dataset Distillation using Neural Feature Regression Jun 1, 2022 Continual Learning Dataset Distillation
Code Code Available Continual Object Detection: A review of definitions, strategies, and challenges May 30, 2022 Autonomous Vehicles Class-Incremental Object Detection
— Unverified ACIL: Analytic Class-Incremental Learning with Absolute Memorization and Privacy Protection May 30, 2022 class-incremental learning Class Incremental Learning
— Unverified The Effect of Task Ordering in Continual Learning May 26, 2022 Continual Learning Experimental Design
— Unverified Feature Forgetting in Continual Representation Learning May 26, 2022 Continual Learning Lifelong learning
— Unverified An Evolutionary Approach to Dynamic Introduction of Tasks in Large-scale Multitask Learning Systems May 25, 2022 Continual Learning Fine-Grained Image Classification
Code Code Available lpSpikeCon: Enabling Low-Precision Spiking Neural Network Processing for Efficient Unsupervised Continual Learning on Autonomous Agents May 24, 2022 Continual Learning
— Unverified Enhancing Continual Learning with Global Prototypes: Counteracting Negative Representation Drift May 24, 2022 Continual Learning Language Modeling
— Unverified Self-distilled Knowledge Delegator for Exemplar-free Class Incremental Learning May 23, 2022 class-incremental learning Class Incremental Learning
— Unverified Cross-lingual Lifelong Learning May 23, 2022 Continual Learning Lifelong learning
Code Code Available KRNet: Towards Efficient Knowledge Replay May 23, 2022 Continual Learning Domain Adaptation
— Unverified Continual Barlow Twins: continual self-supervised learning for remote sensing semantic segmentation May 23, 2022 Continual Learning Continual Self-Supervised Learning
— Unverified Interpolating Compressed Parameter Subspaces May 19, 2022 Continual Learning
— Unverified Bypassing Logits Bias in Online Class-Incremental Learning with a Generative Framework May 19, 2022 class-incremental learning Class Incremental Learning
— Unverified EXPANSE: A Deep Continual / Progressive Learning System for Deep Transfer Learning May 19, 2022 Continual Learning Transfer Learning
Code Code Available How catastrophic can catastrophic forgetting be in linear regression? May 19, 2022 Continual Learning regression
— Unverified Maslow's Hammer for Catastrophic Forgetting: Node Re-Use vs Node Activation May 18, 2022 Continual Learning
Code Code Available Continual learning on 3D point clouds with random compressed rehearsal May 16, 2022 Continual Learning Visual Reasoning
— Unverified KASAM: Spline Additive Models for Function Approximation May 12, 2022 Additive models Continual Learning
Code Code Available Reducing Catastrophic Forgetting in Neural Networks via Gaussian Mixture Approximation May 10, 2022 Computational Efficiency Continual Learning
— Unverified On Continual Model Refinement in Out-of-Distribution Data Streams May 4, 2022 Benchmarking Continual Learning
— Unverified Simpler is Better: off-the-shelf Continual Learning Through Pretrained Backbones May 3, 2022 Continual Learning
Code Code Available Learn and Review: Enhancing Continual Named Entity Recognition via Reviewing Synthetic Samples May 1, 2022 Continual Learning Continual Named Entity Recognition
— Unverified Resource-Eficient Continual Learning for Sensor-Based Human Activity Recognition Apr 30, 2022 Activity Recognition Continual Learning
— Unverified Continual Learning with Bayesian Model based on a Fixed Pre-trained Feature Extractor Apr 28, 2022 class-incremental learning Class Incremental Learning
— Unverified Executive Function: A Contrastive Value Policy for Resampling and Relabeling Perceptions via Hindsight Summarization? Apr 27, 2022 Continual Learning Few-Shot Learning
— Unverified Theoretical Understanding of the Information Flow on Continual Learning Performance Apr 26, 2022 Continual Learning
— Unverified 