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Continual Learning

1895 directly classified papers

Papers per year

Papers

TimeLMs: Diachronic Language Models from Twitter ACL 2022
Adversarial and Sequential Training for Cross-lingual Prosody Transfer TTS INTERSPEECH 2022
Ekya: Continuous Learning of Video Analytics Models on Edge Compute Servers NSDI 2022
Continual Learning for Natural Language Generations with Transformer Calibration CONLL 2022
On Continual Model Refinement in Out-of-Distribution Data Streams ACL 2022
On the Episodic Difficulty of Few-shot Learning ACML 2022
CTRL: Continual Representation Learning to Transfer Information of Pre-trained for WAV2VEC 2.0 INTERSPEECH 2022
Hierarchical Inductive Transfer for Continual Dialogue Learning ACL 2022
Asynchronous Convergence in Multi-Task Learning via Knowledge Distillation from Converged Tasks NAACL 2022
Continual Machine Reading Comprehension via Uncertainty-aware Fixed Memory and Adversarial Domain Adaptation NAACL 2022
Retaining Knowledge for Learning with Dynamic Definition NIPS 2022
A Versatile Adaptive Curriculum Learning Framework for Task-oriented Dialogue Policy Learning NAACL 2022
Proving Theorems using Incremental Learning and Hindsight Experience Replay ICML 2022
Improved Multi-label Classification under Temporal Concept Drift: Rethinking Group-Robust Algorithms in a Label-Wise Setting ACL 2022
Curriculum Learning Meets Weakly Supervised Multimodal Correlation Learning EMNLP 2022
Reduce Catastrophic Forgetting of Dense Retrieval Training with Teleportation Negatives EMNLP 2022
Prompt Conditioned VAE: Enhancing Generative Replay for Lifelong Learning in Task-Oriented Dialogue EMNLP 2022
Semi-Supervised Lifelong Language Learning EMNLP 2022
Federated Continual Learning for Text Classification via Selective Inter-client Transfer EMNLP 2022
Curriculum-guided Abstractive Summarization for Mental Health Online Posts EMNLP 2022
Curriculum Reinforcement Learning via Constrained Optimal Transport ICML 2022
Short-Term Plasticity Neurons Learning to Learn and Forget ICML 2022
Lifelong Neural Predictive Coding: Learning Cumulatively Online without Forgetting NIPS 2022
ELLE: Efficient Lifelong Pre-training for Emerging Data ACL 2022
Knowledge Capture and Replay for Continual Learning WACV 2022