Continual Learning

A Probabilistic Framework for Modular Continual Learning ICLR 2024 A Study of Plasticity Loss in On-Policy Deep Reinforcement Learning NeurIPS 2024 A Topology-aware Graph Coarsening Framework for Continual Graph Learning NeurIPS 2024 A Two-Stage Adaptation of Large Language Models for Text Ranking ACL 2024 A Unified and General Framework for Continual Learning ICLR 2024 A Versatile Framework for Continual Test-Time Domain Adaptation: Balancing Discriminability and Generalizability CVPR 2024 Balancing Speciality and Versatility: a Coarse to Fine Framework for Supervised Fine-tuning Large Language Model ACL 2024 BAPO: Base-Anchored Preference Optimization for Overcoming Forgetting in Large Language Models Personalization EMNLP 2024 Belief Revision: The Adaptability of Large Language Models Reasoning EMNLP 2024 Benchmarking and Improving Compositional Generalization of Multi-aspect Controllable Text Generation ACL 2024 Beyond Prompts: Dynamic Conversational Benchmarking of Large Language Models NeurIPS 2024 Beyond Prototypes: Semantic Anchor Regularization for Better Representation Learning AAAI 2024 Boosting Continual Learning of Vision-Language Models via Mixture-of-Experts Adapters CVPR 2024 Boosting Large Language Models with Continual Learning for Aspect-based Sentiment Analysis EMNLP 2024 BrainWash: A Poisoning Attack to Forget in Continual Learning CVPR 2024 Breaking Language Barriers: Cross-Lingual Continual Pre-Training at Scale EMNLP 2024 CamemBERT-bio: Leveraging Continual Pre-training for Cost-Effective Models on French Biomedical Data COLING 2024 Carpe diem: On the Evaluation of World Knowledge in Lifelong Language Models NAACL 2024 ChronosLex: Time-aware Incremental Training for Temporal Generalization of Legal Classification Tasks ACL 2024 CLAP4CLIP: Continual Learning with Probabilistic Finetuning for Vision-Language Models NeurIPS 2024 Classifier Clustering and Feature Alignment for Federated Learning under Distributed Concept Drift NeurIPS 2024 Class-Incremental Few-Shot Event Detection COLING 2024 Class Incremental Learning via Likelihood Ratio Based Task Prediction ICLR 2024 Class Incremental Learning with Multi-Teacher Distillation CVPR 2024 CLOVA: A Closed-LOop Visual Assistant with Tool Usage and Update CVPR 2024