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Continual Learning

1895 directly classified papers

Papers per year

Papers

Revisiting Neural Networks for Continual Learning: An Architectural Perspective IJCAI 2024
Dysarthric Speech Recognition Using Curriculum Learning and Articulatory Feature Embedding INTERSPEECH 2024
Pre-trained Online Contrastive Learning for Insurance Fraud Detection AAAI 2024
Continual Compositional Zero-Shot Learning IJCAI 2024
Learning Successor Features the Simple Way NIPS 2024
Consistent Prompting for Rehearsal-Free Continual Learning CVPR 2024
ICL: Iterative Continual Learning for Multi-domain Neural Machine Translation EMNLP 2024
DP-CRE: Continual Relation Extraction via Decoupled Contrastive Learning and Memory Structure Preservation COLING 2024
Lifelong Learning MOS Prediction for Synthetic Speech Quality Evaluation INTERSPEECH 2024
Towards Robust Temporal Activity Localization Learning with Noisy Labels COLING 2024
Learning to Route for Dynamic Adapter Composition in Continual Learning with Language Models EMNLP 2024
Retentive or Forgetful? Diving into the Knowledge Memorizing Mechanism of Language Models COLING 2024
Revisiting Catastrophic Forgetting in Large Language Model Tuning EMNLP 2024
Multi-Domain Incremental Learning for Face Presentation Attack Detection AAAI 2024
CogGPT: Unleashing the Power of Cognitive Dynamics on Large Language Models EMNLP 2024
Task-recency bias strikes back: Adapting covariances in Exemplar-Free Class Incremental Learning NIPS 2024
Few-Shot Keyword-Incremental Learning with Total Calibration INTERSPEECH 2024
Traceable Federated Continual Learning CVPR 2024
LLM-Evolve: Evaluation for LLM’s Evolving Capability on Benchmarks EMNLP 2024
Synthetic Knowledge Ingestion: Towards Knowledge Refinement and Injection for Enhancing Large Language Models EMNLP 2024
BAPO: Base-Anchored Preference Optimization for Overcoming Forgetting in Large Language Models Personalization EMNLP 2024
Gradient Reweighting: Towards Imbalanced Class-Incremental Learning CVPR 2024
A Learning Rate Path Switching Training Paradigm for Version Updates of Large Language Models EMNLP 2024
OrCo: Towards Better Generalization via Orthogonality and Contrast for Few-Shot Class-Incremental Learning CVPR 2024
Knowledge-Preserving Pluggable Modules for Multilingual Speech Translation Tasks INTERSPEECH 2024