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Continual Learning

309 directly classified papers

Papers per year

Papers

Kolmogorov-Arnold Networks Still Catastrophically Forget but Differently from MLP AAAI 2025
Enhancing Multimodal Continual Instruction Tuning with BranchLoRA ACL 2025
EvoWiki: Evaluating LLMs on Evolving Knowledge ACL 2025
Data-Efficient Selection via Grammatical Complexity in Continual Pre-training of Domain-Specific LLMs EMNLP 2025
DualCP: Rehearsal-Free Domain-Incremental Learning via Dual-Level Concept Prototype AAAI 2025
Exploring Rationale Learning for Continual Graph Learning AAAI 2025
A Generative Adaptive Replay Continual Learning Model for Temporal Knowledge Graph Reasoning ACL 2025
Stacking Brick by Brick: Aligned Feature Isolation for Incremental Face Forgery Detection CVPR 2025
Few-Shot Audio-Visual Class-Incremental Learning with Temporal Prompting and Regularization AAAI 2025
Make Domain Shift a Catastrophic Forgetting Alleviator in Class-Incremental Learning AAAI 2025
Multi-world Model in Continual Reinforcement Learning AAAI 2024
Enhancing Visual Continual Learning with Language-Guided Supervision CVPR 2024
The Inter-batch Diversity of Samples in Experience Replay for Continual Learning AAAI 2024
Continual Learning in an Open and Dynamic World AAAI 2024
Dual-Consistency Model Inversion for Non-Exemplar Class Incremental Learning CVPR 2024
CLOVA: A Closed-LOop Visual Assistant with Tool Usage and Update CVPR 2024
What to Remember: Self-Adaptive Continual Learning for Audio Deepfake Detection AAAI 2024
Intentional Evolutionary Learning for Untrimmed Videos with Long Tail Distribution AAAI 2024
Learning Task-Aware Language-Image Representation for Class-Incremental Object Detection AAAI 2024
Attacks on Continual Semantic Segmentation by Perturbing Incremental Samples AAAI 2024
Layer-Wise Auto-Weighting for Non-Stationary Test-Time Adaptation WACV 2024
Orchestrate Latent Expertise: Advancing Online Continual Learning with Multi-Level Supervision and Reverse Self-Distillation CVPR 2024
MoML: Online Meta Adaptation for 3D Human Motion Prediction CVPR 2024
Semantic Segmentation in Multiple Adverse Weather Conditions with Domain Knowledge Retention AAAI 2024
M2SD:Multiple Mixing Self-Distillation for Few-Shot Class-Incremental Learning AAAI 2024