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Continual Learning
101 directly classified papers
Papers per year
2019: 2
2020: 5
2021: 6
2022: 17
2023: 24
2024: 31
2025: 12
2026: 4
Papers
Lifelong Knowledge Editing for LLMs with Retrieval-Augmented Continuous Prompt Learning
EMNLP 2024
Learn or Recall? Revisiting Incremental Learning with Pre-trained Language Models
ACL 2024
Collaborative Learning across Heterogeneous Systems with Pre-Trained Models
AAAI 2024
Orchestrate Latent Expertise: Advancing Online Continual Learning with Multi-Level Supervision and Reverse Self-Distillation
CVPR 2024
Artificial Generational Intelligence: Cultural Accumulation in Reinforcement Learning
NIPS 2024
Breaking Language Barriers: Cross-Lingual Continual Pre-Training at Scale
EMNLP 2024
ViLCo-Bench: VIdeo Language COntinual learning Benchmark
NIPS 2024
NICE: Neurogenesis Inspired Contextual Encoding for Replay-free Class Incremental Learning
CVPR 2024
Lifelong Event Detection via Optimal Transport
EMNLP 2024
Enhancing Visual Continual Learning with Language-Guided Supervision
CVPR 2024
Consistent Prompting for Rehearsal-Free Continual Learning
CVPR 2024
SEEKR: Selective Attention-Guided Knowledge Retention for Continual Learning of Large Language Models
EMNLP 2024
Empowering Large Language Model for Continual Video Question Answering with Collaborative Prompting
EMNLP 2024
CoGen: Learning from Feedback with Coupled Comprehension and Generation
EMNLP 2024
Exploring Orthogonality in Open World Object Detection
CVPR 2024
BAMBINO-LM: (Bilingual-)Human-Inspired Continual Pre-training of BabyLM
ACL 2024
Coherent Temporal Synthesis for Incremental Action Segmentation
CVPR 2024
Continual-MAE: Adaptive Distribution Masked Autoencoders for Continual Test-Time Adaptation
CVPR 2024
Gradient Localization Improves Lifelong Pretraining of Language Models
EMNLP 2024
Learning Continual Compatible Representation for Re-indexing Free Lifelong Person Re-identification
CVPR 2024
Wings: Learning Multimodal LLMs without Text-only Forgetting
NIPS 2024
Continual Learning in the Frequency Domain
NIPS 2024
A Continual Pre-training Approach to Tele-Triaging Pregnant Women in Kenya
AAAI 2023
Isolation and Impartial Aggregation: A Paradigm of Incremental Learning without Interference
AAAI 2023
Sparse Coding in a Dual Memory System for Lifelong Learning
AAAI 2023
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