BooVAE: Boosting Approach for Continual Learning of VAE Aug 30, 2019 Continual Learning Diversity
Code Code Available Provable and Efficient Continual Representation Learning Mar 3, 2022 Continual Learning Diversity
Code Code Available Provable Continual Learning via Sketched Jacobian Approximations Dec 9, 2021 Continual Learning
Code Code Available Episodic Memory in Lifelong Language Learning Jun 3, 2019 Continual Learning General Classification
Code Code Available Zero-Shot Generalization during Instruction Tuning: Insights from Similarity and Granularity Jun 17, 2024 Continual Learning Zero-shot Generalization
Code Code Available Enhancing Continual Learning in Visual Question Answering with Modality-Aware Feature Distillation Jun 27, 2024 Continual Learning Question Answering
Code Code Available Topology-aware Embedding Memory for Continual Learning on Expanding Networks Jan 24, 2024 Continual Learning
Code Code Available Lifelong Continual Learning for Anomaly Detection: New Challenges, Perspectives, and Insights Mar 14, 2023 Anomaly Detection Continual Learning
Code Code Available Encoding Binary Concepts in the Latent Space of Generative Models for Enhancing Data Representation Mar 22, 2023 Continual Learning Disentanglement
Code Code Available Learn Continually, Generalize Rapidly: Lifelong Knowledge Accumulation for Few-shot Learning Apr 18, 2021 Continual Learning Few-Shot Learning
Code Code Available Proxy-Anchor and EVT-Driven Continual Learning Method for Generalized Category Discovery Apr 11, 2025 Continual Learning Knowledge Distillation
Code Code Available PSAT: Pediatric Segmentation Approaches via Adult Augmentations and Transfer Learning Jul 8, 2025 Anatomy Continual Learning
Code Code Available Pseudo-Rehearsal: Achieving Deep Reinforcement Learning without Catastrophic Forgetting Dec 6, 2018 Atari Games Continual Learning
Code Code Available Pseudo-Rehearsal for Continual Learning with Normalizing Flows Jul 5, 2020 Continual Learning
Code Code Available Total Recall: a Customized Continual Learning Method for Neural Semantic Parsers Sep 11, 2021 Continual Learning Semantic Parsing
Code Code Available Continual Developmental Neurosimulation Using Embodied Computational Agents Mar 7, 2021 Active Learning Continual Learning
Code Code Available Unsupervised Continual Learning via Self-Adaptive Deep Clustering Approach Jun 28, 2021 Clustering Continual Learning
Code Code Available Efficient Lifelong Learning with A-GEM Dec 2, 2018 class-incremental learning Class Incremental Learning
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 LifelongPR: Lifelong knowledge fusion for point cloud place recognition based on replay and prompt learning Jul 14, 2025 Autonomous Driving Continual Learning
Code Code Available PUMA: Efficient Continual Graph Learning for Node Classification with Graph Condensation Dec 22, 2023 Continual Learning Graph Learning
Code Code Available Improving Few-Shot Learning through Multi-task Representation Learning Theory Oct 5, 2020 Continual Learning Few-Shot Learning
Code Code Available Adversarial Robust Memory-Based Continual Learner Nov 29, 2023 Adversarial Robustness Continual Learning
Code Code Available Efficient Continual Learning in Neural Networks with Embedding Regularization Sep 9, 2019 Continual Learning Lifelong learning
Code Code Available Effect of Optimizer, Initializer, and Architecture of Hypernetworks on Continual Learning from Demonstration Dec 31, 2023 Continual Learning
Code Code Available QCore: Data-Efficient, On-Device Continual Calibration for Quantized Models -- Extended Version Apr 22, 2024 Continual Learning
Code Code Available BlenderBot 3: a deployed conversational agent that continually learns to responsibly engage Aug 5, 2022 Continual Learning
Code Code Available BinPlay: A Binary Latent Autoencoder for Generative Replay Continual Learning Nov 25, 2020 Continual Learning
Code Code Available Unsupervised Few-Shot Continual Learning for Remote Sensing Image Scene Classification Jun 4, 2024 Continual Learning Scene Classification
Code Code Available Queried Unlabeled Data Improves and Robustifies Class-Incremental Learning Jun 15, 2022 Adversarial Robustness class-incremental learning
Code Code Available Continual Learning for Out-of-Distribution Pedestrian Detection Jun 26, 2023 Continual Learning object-detection
Code Code Available Radial Bayesian Neural Networks: Beyond Discrete Support In Large-Scale Bayesian Deep Learning Jul 1, 2019 Continual Learning Variational Inference
Code Code Available LLM-Assisted Multi-Teacher Continual Learning for Visual Question Answering in Robotic Surgery Feb 26, 2024 Continual Learning Exemplar-Free
Code Code Available EEC: Learning to Encode and Regenerate Images for Continual Learning Jan 13, 2021 Continual Learning Style Transfer
Code Code Available E-CGL: An Efficient Continual Graph Learner Aug 18, 2024 Continual Learning Graph Learning
Code Code Available Continual Learning for Monolingual End-to-End Automatic Speech Recognition Dec 17, 2021 Automatic Speech Recognition Automatic Speech Recognition (ASR)
Code Code Available Stabilizing Elastic Weight Consolidation method in practical ML tasks and using weight importances for neural network pruning Sep 21, 2021 Continual Learning Network Pruning
Code Code Available Random Path Selection for Continual Learning Dec 1, 2019 Continual Learning Incremental Learning
Code Code Available Random Walk Guided Hyperbolic Graph Distillation Jan 26, 2025 Continual Learning Graph Learning
Code Code Available Random Representations Outperform Online Continually Learned Representations Feb 13, 2024 Continual Learning Exemplar-Free
Code Code Available Inexact bilevel stochastic gradient methods for constrained and unconstrained lower-level problems Oct 1, 2021 BIG-bench Machine Learning Bilevel Optimization
Code Code Available E3: Ensemble of Expert Embedders for Adapting Synthetic Image Detectors to New Generators Using Limited Data Apr 12, 2024 Continual Learning Synthetic Image Detection
Code Code Available Look-Ahead Selective Plasticity for Continual Learning of Visual Tasks Nov 2, 2023 Continual Learning Representation Learning
Code Code Available Look At Me, No Replay! SurpriseNet: Anomaly Detection Inspired Class Incremental Learning Oct 30, 2023 Anomaly Detection class-incremental learning
Code Code Available Looking through the past: better knowledge retention for generative replay in continual learning Sep 18, 2023 Continual Learning
Code Code Available LoRA-Based Continual Learning with Constraints on Critical Parameter Changes Apr 18, 2025 Continual Learning
Code Code Available E2Net: Resource-Efficient Continual Learning with Elastic Expansion Network Sep 28, 2023 Continual Learning Transfer Learning
Code Code Available LoRAX: LoRA eXpandable Networks for Continual Synthetic Image Attribution Apr 10, 2025 class-incremental learning Class Incremental Learning
Code Code Available DynaMMo: Dynamic Model Merging for Efficient Class Incremental Learning for Medical Images Apr 22, 2024 class-incremental learning Class Incremental Learning
Code Code Available Continual Learning for Instruction Following from Realtime Feedback Dec 19, 2022 Continual Learning Instruction Following
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