Continual Learning

Recurrent Knowledge Identification and Fusion for Language Model Continual Learning ACL 2025 Region-Based Optimization in Continual Learning for Audio Deepfake Detection AAAI 2025 Rethinking Personalized Aesthetics Assessment: Employing Physique Aesthetics Assessment as An Exemplification CVPR 2025 Salient Frequency-aware Exemplar Compression for Resource-constrained Online Continual Learning AAAI 2025 SEC-Prompt:SEmantic Complementary Prompting for Few-Shot Class-Incremental Learning CVPR 2025 SEE: Continual Fine-tuning with Sequential Ensemble of Experts ACL 2025 Self-Expansion of Pre-trained Models with Mixture of Adapters for Continual Learning CVPR 2025 Serial Lifelong Editing via Mixture of Knowledge Experts ACL 2025 Specifying What You Know or Not for Multi-Label Class-Incremental Learning AAAI 2025 Stacking Brick by Brick: Aligned Feature Isolation for Incremental Face Forgery Detection CVPR 2025 Synthetic Data is an Elegant GIFT for Continual Vision-Language Models CVPR 2025 TiC-LM: A Web-Scale Benchmark for Time-Continual LLM Pretraining ACL 2025 Towards Effective and Efficient Continual Pre-training of Large Language Models ACL 2025 Training Consistent Mixture-of-Experts-Based Prompt Generator for Continual Learning AAAI 2025 Weight Factorization and Centralization for Continual Learning in Speech Recognition Interspeech 2025 Adaptive neural network based control approach for building energy control under changing environmental conditions L4DC 2024 Adaptive VIO: Deep Visual-Inertial Odometry with Online Continual Learning CVPR 2024 Advancing Cross-domain Discriminability in Continual Learning of Vision-Language Models NeurIPS 2024 A Learning Rate Path Switching Training Paradigm for Version Updates of Large Language Models EMNLP 2024 Attacks on Continual Semantic Segmentation by Perturbing Incremental Samples AAAI 2024 A Versatile Framework for Continual Test-Time Domain Adaptation: Balancing Discriminability and Generalizability CVPR 2024 Boosting Continual Learning of Vision-Language Models via Mixture-of-Experts Adapters CVPR 2024 Class Incremental Learning with Multi-Teacher Distillation CVPR 2024 CLOVA: A Closed-LOop Visual Assistant with Tool Usage and Update CVPR 2024 Consistent Prompting for Rehearsal-Free Continual Learning CVPR 2024