Continual Learning

Attraction Diminishing and Distributing for Few-Shot Class-Incremental Learning CVPR 2025 Aurora-M: Open Source Continual Pre-training for Multilingual Language and Code COLING 2025 Automatic Curriculum Expert Iteration for Reliable LLM Reasoning ICLR 2025 Autonomous Data Selection with Zero-shot Generative Classifiers for Mathematical Texts ACL 2025 Autonomous Option Invention for Continual Hierarchical Reinforcement Learning and Planning AAAI 2025 AVQACL: A Novel Benchmark for Audio-Visual Question Answering Continual Learning CVPR 2025 Batch-wise Convergent Pre-training: Step-by-Step Learning Inspired by Child Language Development EMNLP 2025 Beyond Background Shift: Rethinking Instance Replay in Continual Semantic Segmentation CVPR 2025 Beyond Repetition: Text Simplification and Curriculum Learning for Data-Constrained Pretraining EMNLP 2025 BiLoRA: Almost-Orthogonal Parameter Spaces for Continual Learning CVPR 2025 BioMistral-Clinical: A Scalable Approach to Clinical LLMs via Incremental Learning and RAG IJCNLP 2025 Boosting Domain Incremental Learning: Selecting the Optimal Parameters is All You Need CVPR 2025 Boosting Multiple Views for pretrained-based Continual Learning ICLR 2025 BrainUICL: An Unsupervised Individual Continual Learning Framework for EEG Applications ICLR 2025 Breaking the Stage Barrier: A Novel Single-Stage Approach to Long Context Extension for Large Language Models COLING 2025 Bring Your Own Knowledge: A Survey of Methods for LLM Knowledge Expansion ACL 2025 B-STaR: Monitoring and Balancing Exploration and Exploitation in Self-Taught Reasoners ICLR 2025 Budgeted Online Continual Learning by Adaptive Layer Freezing and Frequency-based Sampling ICLR 2025 Building, Reusing, and Generalizing Abstract Representations from Concrete Sequences ICLR 2025 CAPrompt: Cyclic Prompt Aggregation for Pre-Trained Model Based Class Incremental Learning AAAI 2025 C-CLIP: Multimodal Continual Learning for Vision-Language Model ICLR 2025 CD^2: Constrained Dataset Distillation for Few-Shot Class-Incremental Learning IJCAI 2025 CL-Cross VQA: A Continual Learning Benchmark for Cross-Domain Visual Question Answering WACV 2025 CLDyB: Towards Dynamic Benchmarking for Continual Learning with Pre-trained Models ICLR 2025 CLEAR: Character Unlearning in Textual and Visual Modalities ACL 2025