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Continual Learning

1895 directly classified papers

Papers per year

Papers

ViLCo-Bench: VIdeo Language COntinual learning Benchmark NIPS 2024
HOP to the Next Tasks and Domains for Continual Learning in NLP AAAI 2024
Continual Learning with Semi-supervised Contrastive Distillation for Incremental Neural Machine Translation ACL 2024
Exploring Orthogonality in Open World Object Detection CVPR 2024
Forgetting, Ignorance or Myopia: Revisiting Key Challenges in Online Continual Learning NIPS 2024
Efficient Continual Pre-training for Building Domain Specific Large Language Models ACL 2024
Model Editing at Scale leads to Gradual and Catastrophic Forgetting ACL 2024
Continual-MAE: Adaptive Distribution Masked Autoencoders for Continual Test-Time Adaptation CVPR 2024
Continual Contrastive Spoken Language Understanding ACL 2024
Continual Few-shot Relation Extraction via Adaptive Gradient Correction and Knowledge Decomposition ACL 2024
A Two-Stage Adaptation of Large Language Models for Text Ranking ACL 2024
Incremental Nuclei Segmentation from Histopathological Images via Future-class Awareness and Compatibility-inspired Distillation CVPR 2024
Making Pre-trained Language Models Better Continual Few-Shot Relation Extractors COLING 2024
Lifelong Event Detection via Optimal Transport EMNLP 2024
Fine-grained Pluggable Gradient Ascent for Knowledge Unlearning in Language Models EMNLP 2024
Gradient Localization Improves Lifelong Pretraining of Language Models EMNLP 2024
Joint Input and Output Coordination for Class-Incremental Learning IJCAI 2024
RanDumb: Random Representations Outperform Online Continually Learned Representations NIPS 2024
Enhancing Contrastive Learning with Noise-Guided Attack: Towards Continual Relation Extraction in the Wild ACL 2024
Enhancing Fine-Grained Urban Flow Inference via Incremental Neural Operator IJCAI 2024
Collaborative Learning across Heterogeneous Systems with Pre-Trained Models AAAI 2024
Dual-Consistency Model Inversion for Non-Exemplar Class Incremental Learning CVPR 2024
Efficient and Stable Offline-to-online Reinforcement Learning via Continual Policy Revitalization IJCAI 2024
HiCuLR: Hierarchical Curriculum Learning for Rhetorical Role Labeling of Legal Documents EMNLP 2024
Fast and Continual Knowledge Graph Embedding via Incremental LoRA IJCAI 2024