| A Neural Network Model of Complementary Learning Systems: Pattern Separation and Completion for Continual Learning | Jul 15, 2025 | Continual LearningSplit-MNIST | —Unverified | 0 |
| Task-conditioned Ensemble of Expert Models for Continuous Learning | Apr 11, 2025 | Split-MNIST | CodeCode Available | 0 |
| On Sequential Loss Approximation for Continual Learning | May 26, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 0 |
| Active Dendrites Enable Efficient Continual Learning in Time-To-First-Spike Neural Networks | Apr 30, 2024 | Continual LearningSplit-MNIST | —Unverified | 0 |
| Hard ASH: Sparsity and the right optimizer make a continual learner | Apr 26, 2024 | class-incremental learningClass Incremental Learning | —Unverified | 0 |
| Automating Continual Learning | Dec 1, 2023 | Continual Learningimage-classification | CodeCode Available | 1 |
| Negotiated Representations to Prevent Forgetting in Machine Learning Applications | Nov 30, 2023 | Continual LearningImage Classification | CodeCode Available | 0 |
| Elephant Neural Networks: Born to Be a Continual Learner | Oct 2, 2023 | class-incremental learningClass Incremental Learning | —Unverified | 0 |
| Towards Robust Continual Learning with Bayesian Adaptive Moment Regularization | Sep 15, 2023 | Continual LearningSplit-MNIST | —Unverified | 0 |
| Improving Performance in Continual Learning Tasks using Bio-Inspired Architectures | Aug 8, 2023 | Continual LearningSplit-CIFAR-10 | —Unverified | 0 |
| Bio-Inspired, Task-Free Continual Learning through Activity Regularization | Dec 8, 2022 | Continual LearningSplit-MNIST | —Unverified | 0 |
| Mixture-of-Variational-Experts for Continual Learning | Oct 25, 2021 | Continual LearningDomain-IL Continual Learning | CodeCode Available | 0 |
| Dendritic Self-Organizing Maps for Continual Learning | Oct 18, 2021 | Continual LearningSplit-CIFAR-10 | —Unverified | 0 |
| Task-agnostic Continual Learning with Hybrid Probabilistic Models | Jun 24, 2021 | Anomaly DetectionContinual Learning | —Unverified | 0 |
| Continual Competitive Memory: A Neural System for Online Task-Free Lifelong Learning | Jun 24, 2021 | Lifelong learningSplit-MNIST | —Unverified | 0 |
| Self-Attention Meta-Learner for Continual Learning | Jan 28, 2021 | Continual LearningSplit-CIFAR-10 | CodeCode Available | 1 |
| Learning Invariant Representation for Continual Learning | Jan 15, 2021 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Conditional Input Gated Low-Rank Perturbations for Continual Learning | Nov 23, 2020 | Continual LearningSplit-MNIST | —Unverified | 0 |
| Neuromodulated Neural Architectures with Local Error Signals for Memory-Constrained Online Continual Learning | Jul 16, 2020 | Bayesian OptimizationClass Incremental Learning | —Unverified | 0 |
| SpaceNet: Make Free Space For Continual Learning | Jul 15, 2020 | class-incremental learningClass Incremental Learning | CodeCode Available | 0 |
| Enabling Continual Learning with Differentiable Hebbian Plasticity | Jun 30, 2020 | Continual LearningPermuted-MNIST | —Unverified | 0 |
| Multilayer Neuromodulated Architectures for Memory-Constrained Online Continual Learning | Jun 12, 2020 | Bayesian Optimizationclass-incremental learning | —Unverified | 0 |
| Reducing catastrophic forgetting with learning on synthetic data | Apr 29, 2020 | Split-MNIST | —Unverified | 0 |
| Discriminative Variational Autoencoder for Continual Learning with Generative Replay | Sep 25, 2019 | Continual LearningPermuted-MNIST | —Unverified | 0 |
| Differentiable Hebbian Consolidation for Continual Learning | Sep 25, 2019 | Continual LearningPermuted-MNIST | —Unverified | 0 |
| Differentiable Hebbian Plasticity for Continual Learning | May 16, 2019 | Continual LearningPermuted-MNIST | —Unverified | 0 |
| Improving and Understanding Variational Continual Learning | May 6, 2019 | Continual LearningPermuted-MNIST | CodeCode Available | 1 |
| Attention-Based Structural-Plasticity | Mar 2, 2019 | Lifelong learningPermuted-MNIST | —Unverified | 0 |