Online Continuous Generalized Category Discovery Aug 24, 2024 Continual Learning
Code Code Available AIR: Analytic Imbalance Rectifier for Continual Learning Aug 19, 2024 class-incremental learning Class Incremental Learning
Code Code Available KIF: Knowledge Identification and Fusion for Language Model Continual Learning Aug 9, 2024 Continual Learning Language Modeling
Code Code Available CP-Prompt: Composition-Based Cross-modal Prompting for Domain-Incremental Continual Learning Jul 22, 2024 Continual Learning Incremental Learning
Code Code Available Mitigating Background Shift in Class-Incremental Semantic Segmentation Jul 16, 2024 Class Incremental Learning Class-Incremental Semantic Segmentation
Code Code Available BiasPruner: Debiased Continual Learning for Medical Image Classification Jul 11, 2024 Classification Continual Learning
Code Code Available Exemplar-free Continual Representation Learning via Learnable Drift Compensation Jul 11, 2024 class-incremental learning Class Incremental Learning
Code Code Available Rethinking Few-shot Class-incremental Learning: Learning from Yourself Jul 10, 2024 class-incremental learning Class Incremental Learning
Code Code Available MagMax: Leveraging Model Merging for Seamless Continual Learning Jul 8, 2024 Continual Learning Incremental Learning
Code Code Available TEAL: New Selection Strategy for Small Buffers in Experience Replay Class Incremental Learning Jun 30, 2024 class-incremental learning Class Incremental Learning
Code Code Available Personalized Federated Continual Learning via Multi-granularity Prompt Jun 27, 2024 Continual Learning Federated Learning
Code Code Available Advancing Cross-domain Discriminability in Continual Learning of Vision-Language Models Jun 27, 2024 Continual Learning Incremental Learning
Code Code Available Unlocking Continual Learning Abilities in Language Models Jun 25, 2024 Continual Learning Inductive Bias
Code Code Available ViLCo-Bench: VIdeo Language COntinual learning Benchmark Jun 19, 2024 Continual Learning Self-Supervised Learning
Code Code Available Visual Prompt Tuning in Null Space for Continual Learning Jun 9, 2024 Continual Learning Visual Prompt Tuning
Code Code Available CLoG: Benchmarking Continual Learning of Image Generation Models Jun 7, 2024 Benchmarking Continual Learning
Code Code Available Resurrecting Old Classes with New Data for Exemplar-Free Continual Learning May 29, 2024 Continual Learning Exemplar-Free
Code Code Available Learning to Continually Learn with the Bayesian Principle May 29, 2024 Continual Learning Meta-Learning
Code Code Available Perturbation-Restrained Sequential Model Editing May 27, 2024 Continual Learning model
Code Code Available Mixture of Experts Meets Prompt-Based Continual Learning May 23, 2024 Continual Learning Mixture-of-Experts
Code Code Available Continual Learning in Medical Imaging: A Survey and Practical Analysis May 22, 2024 Continual Learning Survey
Code Code Available Parameter Efficient Fine-tuning of Self-supervised ViTs without Catastrophic Forgetting Apr 26, 2024 Continual Learning Domain Adaptation
Code Code Available Revisiting Neural Networks for Continual Learning: An Architectural Perspective Apr 23, 2024 Class Incremental Learning Continual Learning
Code Code Available Continual Offline Reinforcement Learning via Diffusion-based Dual Generative Replay Apr 16, 2024 Continual Learning reinforcement-learning
Code Code Available Scalable Language Model with Generalized Continual Learning Apr 11, 2024 Continual Learning Language Modeling
Code Code Available Learning Equi-angular Representations for Online Continual Learning Apr 2, 2024 Continual Learning
Code Code Available Make Continual Learning Stronger via C-Flat Apr 1, 2024 Continual Learning
Code Code Available Addressing Loss of Plasticity and Catastrophic Forgetting in Continual Learning Mar 31, 2024 Continual Learning Representation Learning
Code Code Available Orchestrate Latent Expertise: Advancing Online Continual Learning with Multi-Level Supervision and Reverse Self-Distillation Mar 30, 2024 Continual Learning Knowledge Distillation
Code Code Available Semantically-Shifted Incremental Adapter-Tuning is A Continual ViTransformer Mar 29, 2024 class-incremental learning Class Incremental Learning
Code Code Available CLAP4CLIP: Continual Learning with Probabilistic Finetuning for Vision-Language Models Mar 28, 2024 Continual Learning
Code Code Available Self-Expansion of Pre-trained Models with Mixture of Adapters for Continual Learning Mar 27, 2024 Continual Learning
Code Code Available GACL: Exemplar-Free Generalized Analytic Continual Learning Mar 23, 2024 class-incremental learning Class Incremental Learning
Code Code Available A Unified and General Framework for Continual Learning Mar 20, 2024 Continual Learning
Code Code Available Reconstruct before Query: Continual Missing Modality Learning with Decomposed Prompt Collaboration Mar 17, 2024 Continual Learning
Code Code Available CoLeCLIP: Open-Domain Continual Learning via Joint Task Prompt and Vocabulary Learning Mar 15, 2024 class-incremental learning Class Incremental Learning
Code Code Available Consistent Prompting for Rehearsal-Free Continual Learning Mar 13, 2024 Continual Learning
Code Code Available DAM: Dynamic Adapter Merging for Continual Video QA Learning Mar 13, 2024 Continual Learning image-classification
Code Code Available Online Continual Learning For Interactive Instruction Following Agents Mar 12, 2024 Continual Learning Incremental Learning
Code Code Available Continual All-in-One Adverse Weather Removal with Knowledge Replay on a Unified Network Structure Mar 12, 2024 All Continual Learning
Code Code Available Contrastive Continual Learning with Importance Sampling and Prototype-Instance Relation Distillation Mar 7, 2024 Continual Learning Contrastive Learning
Code Code Available GUIDE: Guidance-based Incremental Learning with Diffusion Models Mar 6, 2024 Continual Learning Incremental Learning
Code Code Available Mitigating Catastrophic Forgetting in Large Language Models with Self-Synthesized Rehearsal Mar 2, 2024 Continual Learning In-Context Learning
Code Code Available Analyzing and Reducing Catastrophic Forgetting in Parameter Efficient Tuning Feb 29, 2024 Continual Learning Language Modelling
Code Code Available DSLR: Diversity Enhancement and Structure Learning for Rehearsal-based Graph Continual Learning Feb 21, 2024 Continual Learning Diversity
Code Code Available Hebbian Learning based Orthogonal Projection for Continual Learning of Spiking Neural Networks Feb 19, 2024 Continual Learning
Code Code Available t-DGR: A Trajectory-Based Deep Generative Replay Method for Continual Learning in Decision Making Jan 4, 2024 Continual Learning Decision Making
Code Code Available Online Task-Free Continual Generative and Discriminative Learning via Dynamic Cluster Memory Jan 1, 2024 Continual Learning Diversity
Code Code Available Traceable Federated Continual Learning Jan 1, 2024 Continual Learning
Code Code Available NICE: Neurogenesis Inspired Contextual Encoding for Replay-free Class Incremental Learning Jan 1, 2024 class-incremental learning Class Incremental Learning
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