CAPrompt: Cyclic Prompt Aggregation for Pre-Trained Model Based Class Incremental Learning Dec 12, 2024 class-incremental learning Class Incremental Learning
Code Code Available Deep Policy Gradient Methods Without Batch Updates, Target Networks, or Replay Buffers Nov 22, 2024 Avg Deep Reinforcement Learning
Code Code Available Not Just Object, But State: Compositional Incremental Learning without Forgetting Nov 4, 2024 Diversity Incremental Learning
Code Code Available SAFE: Slow and Fast Parameter-Efficient Tuning for Continual Learning with Pre-Trained Models Nov 4, 2024 Continual Learning General Knowledge
Code Code Available Replay-and-Forget-Free Graph Class-Incremental Learning: A Task Profiling and Prompting Approach Oct 14, 2024 class-incremental learning Class Incremental Learning
Code Code Available CLOSER: Towards Better Representation Learning for Few-Shot Class-Incremental Learning Oct 8, 2024 class-incremental learning Class Incremental Learning
Code Code Available Task-recency bias strikes back: Adapting covariances in Exemplar-Free Class Incremental Learning Sep 26, 2024 class-incremental learning Class Incremental Learning
Code Code Available A preliminary study on continual learning in computer vision using Kolmogorov-Arnold Networks Sep 20, 2024 class-incremental learning Class Incremental Learning
Code Code Available Versatile Incremental Learning: Towards Class and Domain-Agnostic Incremental Learning Sep 17, 2024 Incremental Learning
Code Code Available AIR: Analytic Imbalance Rectifier for Continual Learning Aug 19, 2024 class-incremental learning Class Incremental Learning
Code Code Available Learning at a Glance: Towards Interpretable Data-limited Continual Semantic Segmentation via Semantic-Invariance Modelling Jul 22, 2024 Continual Semantic Segmentation Contrastive Learning
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 WiNet: Wavelet-based Incremental Learning for Efficient Medical Image Registration Jul 18, 2024 GPU Image Registration
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 Mamba-FSCIL: Dynamic Adaptation with Selective State Space Model for Few-Shot Class-Incremental Learning Jul 8, 2024 class-incremental learning Class Incremental Learning
Code Code Available OpenCIL: Benchmarking Out-of-Distribution Detection in Class-Incremental Learning Jul 8, 2024 Benchmarking class-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 Advancing Cross-domain Discriminability in Continual Learning of Vision-Language Models Jun 27, 2024 Continual Learning Incremental Learning
Code Code Available Gradual Divergence for Seamless Adaptation: A Novel Domain Incremental Learning Method Jun 23, 2024 Incremental Learning
Code Code Available Less is more: Summarizing Patch Tokens for efficient Multi-Label Class-Incremental Learning May 24, 2024 class-incremental learning Class Incremental Learning
Code Code Available InfRS: Incremental Few-Shot Object Detection in Remote Sensing Images May 18, 2024 Few-Shot Object Detection Incremental Learning
Code Code Available Revisiting Neural Networks for Continual Learning: An Architectural Perspective Apr 23, 2024 Class Incremental Learning Continual Learning
Code Code Available Calibrating Higher-Order Statistics for Few-Shot Class-Incremental Learning with Pre-trained Vision Transformers Apr 9, 2024 class-incremental learning Class Incremental Learning
Code Code Available Semantically-Shifted Incremental Adapter-Tuning is A Continual ViTransformer Mar 29, 2024 class-incremental learning Class Incremental Learning
Code Code Available OrCo: Towards Better Generalization via Orthogonality and Contrast for Few-Shot Class-Incremental Learning Mar 27, 2024 class-incremental learning Class Incremental Learning
Code Code Available Generative Multi-modal Models are Good Class-Incremental Learners Mar 27, 2024 class-incremental learning Class Incremental Learning
Code Code Available Object Detectors in the Open Environment: Challenges, Solutions, and Outlook Mar 24, 2024 Incremental Learning Object
Code Code Available F-OAL: Forward-only Online Analytic Learning with Fast Training and Low Memory Footprint in Class Incremental Learning Mar 23, 2024 class-incremental learning Class Incremental Learning
Code Code Available GACL: Exemplar-Free Generalized Analytic Continual Learning Mar 23, 2024 class-incremental learning Class Incremental Learning
Code Code Available Text-Enhanced Data-free Approach for Federated Class-Incremental Learning Mar 21, 2024 class-incremental learning Class Incremental Learning
Code Code Available NTK-Guided Few-Shot Class Incremental Learning Mar 19, 2024 class-incremental learning Class Incremental 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 Few-Shot Class Incremental Learning with Attention-Aware Self-Adaptive Prompt Mar 14, 2024 class-incremental learning Class 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 Online Continual Learning For Interactive Instruction Following Agents Mar 12, 2024 Continual Learning Incremental Learning
Code Code Available GUIDE: Guidance-based Incremental Learning with Diffusion Models Mar 6, 2024 Continual Learning Incremental Learning
Code Code Available Zero-shot Generalizable Incremental Learning for Vision-Language Object Detection Mar 4, 2024 Incremental Learning object-detection
Code Code Available Semi-supervised Open-World Object Detection Feb 25, 2024 Incremental Learning Object
Code Code Available Elastic Feature Consolidation for Cold Start Exemplar-Free Incremental Learning Feb 6, 2024 class-incremental learning Class Incremental Learning
Code Code Available An experimental evaluation of Deep Reinforcement Learning algorithms for HVAC control Jan 11, 2024 Deep Reinforcement Learning Incremental Learning
Code Code Available PILoRA: Prototype Guided Incremental LoRA for Federated Class-Incremental Learning Jan 4, 2024 class-incremental learning Class Incremental Learning
Code Code Available Learning Prompt with Distribution-Based Feature Replay for Few-Shot Class-Incremental Learning Jan 3, 2024 class-incremental learning Class Incremental Learning
Code Code Available FCS: Feature Calibration and Separation for Non-Exemplar Class Incremental Learning Jan 1, 2024 class-incremental learning Class Incremental Learning
Code Code Available NICE: Neurogenesis Inspired Contextual Encoding for Replay-free Class Incremental Learning Jan 1, 2024 class-incremental learning Class Incremental Learning
Code Code Available Federated Class-Incremental Learning with New-Class Augmented Self-Distillation Jan 1, 2024 class-incremental learning Class Incremental Learning
Code Code Available Generative Multi-modal Models are Good Class Incremental Learners Jan 1, 2024 class-incremental learning Class Incremental Learning
Code Code Available FILP-3D: Enhancing 3D Few-shot Class-incremental Learning with Pre-trained Vision-Language Models Dec 28, 2023 class-incremental learning Class Incremental Learning
Code Code Available Continual Learning: Forget-free Winning Subnetworks for Video Representations Dec 19, 2023 class-incremental learning Class Incremental Learning
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