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Continual Learning

1,929 papers

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Papers

Complex Evolutional Pattern Learning for Temporal Knowledge Graph Reasoning ACL 2022
Hierarchical Curriculum Learning for AMR Parsing ACL 2022
TimeLMs: Diachronic Language Models from Twitter ACL 2022
Hierarchical Inductive Transfer for Continual Dialogue Learning ACL 2022
Learn and Review: Enhancing Continual Named Entity Recognition via Reviewing Synthetic Samples ACL 2022
Improved Multi-label Classification under Temporal Concept Drift: Rethinking Group-Robust Algorithms in a Label-Wise Setting ACL 2022
ELLE: Efficient Lifelong Pre-training for Emerging Data ACL 2022
Type-Driven Multi-Turn Corrections for Grammatical Error Correction ACL 2022
Consistent Representation Learning for Continual Relation Extraction ACL 2022
Incremental Intent Detection for Medical Domain with Contrast Replay Networks ACL 2022
Lifelong Pretraining: Continually Adapting Language Models to Emerging Corpora ACL 2022
Do Data-based Curricula Work? ACL 2022
On the Episodic Difficulty of Few-shot Learning ACML 2022
Unifying Importance Based Regularisation Methods for Continual Learning AISTATS 2022
Variational Continual Proxy-Anchor for Deep Metric Learning AISTATS 2022
Provable Lifelong Learning of Representations AISTATS 2022
Online Continual Adaptation with Active Self-Training AISTATS 2022
Provable Continual Learning via Sketched Jacobian Approximations AISTATS 2022
Towards an Understanding of Default Policies in Multitask Policy Optimization AISTATS 2022
Learning what to remember ALT 2022
Dynamic Dialogue Policy for Continual Reinforcement Learning COLING 2022
Continual Few-shot Intent Detection COLING 2022
Improving Continual Relation Extraction through Prototypical Contrastive Learning COLING 2022
Incremental Prompting: Episodic Memory Prompt for Lifelong Event Detection COLING 2022
Continually Detection, Rapidly React: Unseen Rumors Detection Based on Continual Prompt-Tuning COLING 2022