Premonition: Using Generative Models to Preempt Future Data Changes in Continual Learning Mar 12, 2024 Continual Learning Fine-Grained Image Classification
Code Code Available 12 mJ per Class On-Device Online Few-Shot Class-Incremental Learning Mar 12, 2024 class-incremental learning Class Incremental Learning
Code Code Available Maxwell's Demon at Work: Efficient Pruning by Leveraging Saturation of Neurons Mar 12, 2024 Continual Learning Model Compression
— Unverified Federated Learning of Socially Appropriate Agent Behaviours in Simulated Home Environments Mar 12, 2024 Continual Learning Federated Learning
Code Code Available Continual Learning by Three-Phase Consolidation Mar 12, 2024 Continual Learning
— Unverified Improving Continual Learning Performance and Efficiency with Auxiliary Classifiers Mar 12, 2024 class-incremental learning Class Incremental Learning
— Unverified Towards a Dynamic Future with Adaptable Computing and Network Convergence (ACNC) Mar 12, 2024 Continual Learning Dimensionality Reduction
— Unverified Semantic Residual Prompts for Continual Learning Mar 11, 2024 Continual Learning
— Unverified On the Diminishing Returns of Width for Continual Learning Mar 11, 2024 Continual Learning Learning Theory
Code Code Available Last Iterate Convergence of Incremental Methods and Applications in Continual Learning Mar 11, 2024 Continual Learning
— Unverified Adaptive Hyperparameter Optimization for Continual Learning Scenarios Mar 9, 2024 Continual Learning Hyperparameter Optimization
— Unverified Continual Learning and Catastrophic Forgetting Mar 8, 2024 Continual Learning
— Unverified TEGEE: Task dEfinition Guided Expert Ensembling for Generalizable and Few-shot Learning Mar 7, 2024 Continual Learning Definition Extraction
— Unverified Contrastive Augmented Graph2Graph Memory Interaction for Few Shot Continual Learning Mar 7, 2024 class-incremental learning Class Incremental Learning
— Unverified Exploring Continual Learning of Compositional Generalization in NLI Mar 7, 2024 Continual Learning Natural Language Inference
Code Code Available Interactive Continual Learning Architecture for Long-Term Personalization of Home Service Robots Mar 6, 2024 Continual Learning
— Unverified Continual Segmentation with Disentangled Objectness Learning and Class Recognition Mar 6, 2024 Continual Learning Segmentation
Code Code Available Recall-Oriented Continual Learning with Generative Adversarial Meta-Model Mar 5, 2024 Continual Learning Incremental Learning
Code Code Available Gradient Correlation Subspace Learning against Catastrophic Forgetting Mar 4, 2024 Continual Learning
Code Code Available Transformers for Supervised Online Continual Learning Mar 3, 2024 Continual Learning Few-Shot Learning
— Unverified Towards Backward-Compatible Continual Learning of Image Compression Feb 29, 2024 Continual Learning Image Compression
Code Code Available HOP to the Next Tasks and Domains for Continual Learning in NLP Feb 28, 2024 Continual Learning
— Unverified Generalizable Two-Branch Framework for Image Class-Incremental Learning Feb 28, 2024 class-incremental learning Class Incremental Learning
— Unverified Investigating Continual Pretraining in Large Language Models: Insights and Implications Feb 27, 2024 Continual Learning Continual Pretraining
— Unverified A Vanilla Multi-Task Framework for Dense Visual Prediction Solution to 1st VCL Challenge -- Multi-Task Robustness Track Feb 27, 2024 3D Object Detection Continual Learning
— Unverified LLM-Assisted Multi-Teacher Continual Learning for Visual Question Answering in Robotic Surgery Feb 26, 2024 Continual Learning Exemplar-Free
Code Code Available Graph Learning under Distribution Shifts: A Comprehensive Survey on Domain Adaptation, Out-of-distribution, and Continual Learning Feb 26, 2024 Continual Learning Domain Adaptation
— Unverified One-stage Prompt-based Continual Learning Feb 25, 2024 Continual Learning
— Unverified Fixed Random Classifier Rearrangement for Continual Learning Feb 23, 2024 Binary Classification Continual Learning
— Unverified COPR: Continual Human Preference Learning via Optimal Policy Regularization Feb 22, 2024 Continual Learning
— Unverified Can Similarity-Based Domain-Ordering Reduce Catastrophic Forgetting for Intent Recognition? Feb 21, 2024 Continual Learning Intent Recognition
— Unverified Structural Knowledge Informed Continual Multivariate Time Series Forecasting Feb 20, 2024 Continual Learning Graph structure learning
— Unverified Efficient Parameter Mining and Freezing for Continual Object Detection Feb 20, 2024 Continual Learning Incremental Learning
— Unverified Tree-Planted Transformers: Unidirectional Transformer Language Models with Implicit Syntactic Supervision Feb 20, 2024 Continual Learning
— Unverified Towards Cross-Domain Continual Learning Feb 19, 2024 Continual Learning
Code Code Available Neuro-mimetic Task-free Unsupervised Online Learning with Continual Self-Organizing Maps Feb 19, 2024 class-incremental learning Class Incremental Learning
— Unverified Integrating kNN with Foundation Models for Adaptable and Privacy-Aware Image Classification Feb 19, 2024 Classification Continual Learning
Code Code Available Mitigating Catastrophic Forgetting in Multi-domain Chinese Spelling Correction by Multi-stage Knowledge Transfer Framework Feb 18, 2024 Continual Learning Spelling Correction
— Unverified Maintaining Adversarial Robustness in Continuous Learning Feb 17, 2024 Adversarial Robustness Continual Learning
— Unverified Uncertainty-guided annotation enhances segmentation with the human-in-the-loop Feb 16, 2024 Continual Learning
— Unverified Evaluating and Improving Continual Learning in Spoken Language Understanding Feb 16, 2024 Continual Learning Spoken Language Understanding
— Unverified TinyCL: An Efficient Hardware Architecture for Continual Learning on Autonomous Systems Feb 15, 2024 Continual Learning GPU
— Unverified Is Continual Learning Ready for Real-world Challenges? Feb 15, 2024 3D Semantic Segmentation Continual Learning
— Unverified What to Do When Your Discrete Optimization Is the Size of a Neural Network? Feb 15, 2024 Continual Learning image-classification
Code Code Available Layerwise Proximal Replay: A Proximal Point Method for Online Continual Learning Feb 14, 2024 Continual Learning
Code Code Available Distal Interference: Exploring the Limits of Model-Based Continual Learning Feb 13, 2024 Continual Learning
— Unverified Random Representations Outperform Online Continually Learned Representations Feb 13, 2024 Continual Learning Exemplar-Free
Code Code Available A Benchmark Grocery Dataset of Realworld Point Clouds From Single View Feb 12, 2024 3D Point Cloud Classification Continual Learning
— Unverified The Physics of Learning: From Autoencoders to Truly Autonomous Learning Machines Feb 12, 2024 Continual Learning
— Unverified Where is the Truth? The Risk of Getting Confounded in a Continual World Feb 9, 2024 Continual Learning valid
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