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Continual Learning

1895 directly classified papers

Papers per year

Papers

eTag: Class-Incremental Learning via Embedding Distillation and Task-Oriented Generation AAAI 2024
Fast and Continual Knowledge Graph Embedding via Incremental LoRA IJCAI 2024
Non-exemplar Online Class-Incremental Continual Learning via Dual-Prototype Self-Augment and Refinement AAAI 2024
Fine-grained Pluggable Gradient Ascent for Knowledge Unlearning in Language Models EMNLP 2024
Adaptive Discovering and Merging for Incremental Novel Class Discovery AAAI 2024
Learning to Unlearn: Instance-Wise Unlearning for Pre-trained Classifiers AAAI 2024
Adaptive Shortcut Debiasing for Online Continual Learning AAAI 2024
Continual-MAE: Adaptive Distribution Masked Autoencoders for Continual Test-Time Adaptation CVPR 2024
Cross-Class Feature Augmentation for Class Incremental Learning AAAI 2024
Continual Learning for Motion Prediction Model via Meta-Representation Learning and Optimal Memory Buffer Retention Strategy CVPR 2024
Evolving Parameterized Prompt Memory for Continual Learning AAAI 2024
Continual Contrastive Spoken Language Understanding ACL 2024
MIND: Multi-Task Incremental Network Distillation AAAI 2024
Revisiting Catastrophic Forgetting in Large Language Model Tuning EMNLP 2024
Synthetic Knowledge Ingestion: Towards Knowledge Refinement and Injection for Enhancing Large Language Models EMNLP 2024
Coherent Temporal Synthesis for Incremental Action Segmentation CVPR 2024
SimCS: Simulation for Domain Incremental Online Continual Segmentation AAAI 2024
Learning to Route for Dynamic Adapter Composition in Continual Learning with Language Models EMNLP 2024
CogGPT: Unleashing the Power of Cognitive Dynamics on Large Language Models EMNLP 2024
FineFMPL: Fine-grained Feature Mining Prompt Learning for Few-Shot Class Incremental Learning IJCAI 2024
Exploring Domain Incremental Video Highlights Detection with the LiveFood Benchmark AAAI 2024
CMR Scaling Law: Predicting Critical Mixture Ratios for Continual Pre-training of Language Models EMNLP 2024
Dynamically Anchored Prompting for Task-Imbalanced Continual Learning IJCAI 2024
Interactive Visual Task Learning for Robots AAAI 2024
LLM-Evolve: Evaluation for LLM’s Evolving Capability on Benchmarks EMNLP 2024