CFA: Constraint-based Finetuning Approach for Generalized Few-Shot Object Detection Apr 11, 2022 Continual Learning Few-Shot Object Detection
— Unverified 0Edge Continual Learning for Dynamic Digital Twins over Wireless Networks Apr 10, 2022 Continual Learning
— Unverified 0DualPrompt: Complementary Prompting for Rehearsal-free Continual Learning Apr 10, 2022 Continual Learning
Code Code Available 2Information-theoretic Online Memory Selection for Continual Learning Apr 10, 2022 Continual Learning
— Unverified 0Learning to Modulate Random Weights: Neuromodulation-inspired Neural Networks For Efficient Continual Learning Apr 8, 2022 Computational Efficiency Continual Learning
Code Code Available 0General Incremental Learning with Domain-aware Categorical Representations Apr 8, 2022 class-incremental learning Class Incremental Learning
— Unverified 0Attention Distraction: Watermark Removal Through Continual Learning with Selective Forgetting Apr 5, 2022 Continual Learning
— Unverified 0iSDF: Real-Time Neural Signed Distance Fields for Robot Perception Apr 5, 2022 Continual Learning Denoising
Code Code Available 2Revisiting a kNN-based Image Classification System with High-capacity Storage Apr 3, 2022 Classification Continual Learning
— Unverified 0A Closer Look at Rehearsal-Free Continual Learning Mar 31, 2022 Continual Learning Knowledge Distillation
— Unverified 0Continual Normalization: Rethinking Batch Normalization for Online Continual Learning Mar 30, 2022 Continual Learning
Code Code Available 1Online Continual Learning on a Contaminated Data Stream with Blurry Task Boundaries Mar 29, 2022 Continual Learning Diversity
Code Code Available 1Gradient-Matching Coresets for Rehearsal-Based Continual Learning Mar 28, 2022 Continual Learning Management
— Unverified 0Continual learning: a feature extraction formalization, an efficient algorithm, and fundamental obstructions Mar 27, 2022 Continual Learning
— Unverified 0Quantum continual learning of quantum data realizing knowledge backward transfer Mar 26, 2022 BIG-bench Machine Learning Continual Learning
— Unverified 0Class-Incremental Learning for Action Recognition in Videos Mar 25, 2022 Action Recognition Action Recognition In Videos
— Unverified 0Addressing Client Drift in Federated Continual Learning with Adaptive Optimization Mar 24, 2022 Continual Learning Federated Learning
— Unverified 0Probing Representation Forgetting in Supervised and Unsupervised Continual Learning Mar 24, 2022 Continual Learning Contrastive Learning
— Unverified 0Towards Exemplar-Free Continual Learning in Vision Transformers: an Account of Attention, Functional and Weight Regularization Mar 24, 2022 Continual Learning Exemplar-Free
Code Code Available 1Continual Learning and Private Unlearning Mar 24, 2022 Continual Learning
Code Code Available 1Tackling Online One-Class Incremental Learning by Removing Negative Contrasts Mar 24, 2022 class-incremental learning Class Incremental Learning
— Unverified 0Resonance in Weight Space: Covariate Shift Can Drive Divergence of SGD with Momentum Mar 22, 2022 Continual Learning
— Unverified 0Federated Self-Supervised Learning for Acoustic Event Classification Mar 22, 2022 Classification Continual Learning
— Unverified 0Meta-attention for ViT-backed Continual Learning Mar 22, 2022 Continual Learning
Code Code Available 1Modelling continual learning in humans with Hebbian context gating and exponentially decaying task signals Mar 22, 2022 Continual Learning
Code Code Available 0Online Continual Learning for Embedded Devices Mar 21, 2022 Continual Learning
Code Code Available 1Continual Sequence Generation with Adaptive Compositional Modules Mar 20, 2022 Continual Learning Transfer Learning
Code Code Available 1Practical Recommendations for Replay-based Continual Learning Methods Mar 19, 2022 Continual Learning Data Augmentation
— Unverified 0Class-wise Classifier Design Capable of Continual Learning using Adaptive Resonance Theory-based Topological Clustering Mar 18, 2022 Classification Clustering
Code Code Available 0Continual Learning Based on OOD Detection and Task Masking Mar 17, 2022 class-incremental learning Class Incremental Learning
Code Code Available 1AI Autonomy : Self-Initiated Open-World Continual Learning and Adaptation Mar 17, 2022 AI Agent Continual Learning
— Unverified 0ConTinTin: Continual Learning from Task Instructions Mar 16, 2022 Continual Learning
— Unverified 0A Continual Learning Framework for Adaptive Defect Classification and Inspection Mar 16, 2022 Classification Continual Learning
— Unverified 0Continual Learning for Multivariate Time Series Tasks with Variable Input Dimensions Mar 14, 2022 Activity Recognition Continual Learning
— Unverified 0L2Explorer: A Lifelong Reinforcement Learning Assessment Environment Mar 14, 2022 Continual Learning Lifelong learning
Code Code Available 0Continual Prompt Tuning for Dialog State Tracking Mar 13, 2022 Continual Learning dialog state tracking
Code Code Available 1Sparsity and Heterogeneous Dropout for Continual Learning in the Null Space of Neural Activations Mar 12, 2022 Continual Learning Lifelong learning
— Unverified 0Lifelong Adaptive Machine Learning for Sensor-based Human Activity Recognition Using Prototypical Networks Mar 11, 2022 Activity Recognition class-incremental learning
— Unverified 0Representation Compensation Networks for Continual Semantic Segmentation Mar 10, 2022 Class Incremental Learning Continual Learning
Code Code Available 1Memory Efficient Continual Learning with Transformers Mar 9, 2022 Classification Continual Learning
— Unverified 0On Generalizing Beyond Domains in Cross-Domain Continual Learning Mar 8, 2022 Continual Learning Knowledge Distillation
— Unverified 0New Insights on Reducing Abrupt Representation Change in Online Continual Learning Mar 8, 2022 class-incremental learning Class Incremental Learning
Code Code Available 1Overcoming Catastrophic Forgetting beyond Continual Learning: Balanced Training for Neural Machine Translation Mar 8, 2022 Continual Learning Knowledge Distillation
Code Code Available 1Continual Horizontal Federated Learning for Heterogeneous Data Mar 4, 2022 Continual Learning Federated Learning
— Unverified 0Provable and Efficient Continual Representation Learning Mar 3, 2022 Continual Learning Diversity
Code Code Available 0Continual Learning of Multi-modal Dynamics with External Memory Mar 2, 2022 Continual Learning
Code Code Available 0Continual Feature Selection: Spurious Features in Continual Learning Mar 2, 2022 Continual Learning feature selection
— Unverified 0Avalanche RL: a Continual Reinforcement Learning Library Feb 28, 2022 Continual Learning OpenAI Gym
Code Code Available 1Robust Continual Learning through a Comprehensively Progressive Bayesian Neural Network Feb 27, 2022 Continual Learning
— Unverified 0Continual learning-based probabilistic slow feature analysis for multimode dynamic process monitoring Feb 23, 2022 Continual Learning
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