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Continual Learning

557 directly classified papers

Papers per year

Papers

Navigating Memory Construction by Global Pseudo-Task Simulation for Continual Learning NIPS 2022
Continual Learning with Evolving Class Ontologies NIPS 2022
Wild-Time: A Benchmark of in-the-Wild Distribution Shift over Time NIPS 2022
Same State, Different Task: Continual Reinforcement Learning without Interference AAAI 2022
Structure Learning-Based Task Decomposition for Reinforcement Learning in Non-stationary Environments AAAI 2022
Reducing Catastrophic Forgetting in Self Organizing Maps with Internally-Induced Generative Replay (Student Abstract) AAAI 2022
ACIL: Analytic Class-Incremental Learning with Absolute Memorization and Privacy Protection NIPS 2022
ALIFE: Adaptive Logit Regularizer and Feature Replay for Incremental Semantic Segmentation NIPS 2022
A simple but strong baseline for online continual learning: Repeated Augmented Rehearsal NIPS 2022
Uncertainty-Aware Hierarchical Refinement for Incremental Implicitly-Refined Classification NIPS 2022
Beyond Not-Forgetting: Continual Learning with Backward Knowledge Transfer NIPS 2022
SparCL: Sparse Continual Learning on the Edge NIPS 2022
Continual Learning In Environments With Polynomial Mixing Times NIPS 2022
On Continual Model Refinement in Out-of-Distribution Data Streams ACL 2022
ELLE: Efficient Lifelong Pre-training for Emerging Data ACL 2022
Consistent Representation Learning for Continual Relation Extraction ACL 2022
Lifelong Pretraining: Continually Adapting Language Models to Emerging Corpora ACL 2022
Exploring Example Influence in Continual Learning NIPS 2022
Margin-Based Few-Shot Class-Incremental Learning with Class-Level Overfitting Mitigation NIPS 2022
Grow and Merge: A Unified Framework for Continuous Categories Discovery NIPS 2022
Continual learning: a feature extraction formalization, an efficient algorithm, and fundamental obstructions NIPS 2022
CLiMB: A Continual Learning Benchmark for Vision-and-Language Tasks NIPS 2022
Continual Learning through Retrieval and Imagination AAAI 2022
Class-Incremental Learning by Knowledge Distillation With Adaptive Feature Consolidation CVPR 2022
Self-Sustaining Representation Expansion for Non-Exemplar Class-Incremental Learning CVPR 2022