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Continual Learning

557 directly classified papers

Papers per year

Papers

Lifelong and Continual Learning Dialogue Systems: Learning during Conversation AAAI 2021
Online Class-Incremental Continual Learning with Adversarial Shapley Value AAAI 2021
Multi-Domain Multi-Task Rehearsal for Lifelong Learning AAAI 2021
Object Recognition With Continual Open Set Domain Adaptation for Home Robot WACV 2021
Continual Learning by Using Information of Each Class Holistically AAAI 2021
Bayesian Structural Adaptation for Continual Learning ICML 2021
Rainbow Memory: Continual Learning With a Memory of Diverse Samples CVPR 2021
Lifelong Person Re-Identification via Adaptive Knowledge Accumulation CVPR 2021
DER: Dynamically Expandable Representation for Class Incremental Learning CVPR 2021
Overcoming Catastrophic Forgetting in Graph Neural Networks with Experience Replay AAAI 2021
FastICARL: Fast Incremental Classifier and Representation Learning with Efficient Budget Allocation in Audio Sensing Applications INTERSPEECH 2021
Continual Semantic Segmentation via Repulsion-Attraction of Sparse and Disentangled Latent Representations CVPR 2021
Generalising without Forgetting for Lifelong Person Re-Identification AAAI 2021
Class-Incremental Instance Segmentation via Multi-Teacher Networks AAAI 2021
DeepCollaboration: Collaborative Generative and Discriminative Models for Class Incremental Learning AAAI 2021
Federated Continual Learning with Weighted Inter-client Transfer ICML 2021
Continual Learning via Bit-Level Information Preserving CVPR 2021
Continual Learning for Fake Audio Detection INTERSPEECH 2021
SynthASR: Unlocking Synthetic Data for Speech Recognition INTERSPEECH 2021
On Learning the Geodesic Path for Incremental Learning CVPR 2021
Formalizing the Generalization-Forgetting Trade-off in Continual Learning NIPS 2021
Deep Reinforcement Learning amidst Continual Structured Non-Stationarity ICML 2021
A Theoretical Analysis of Catastrophic Forgetting through the NTK Overlap Matrix AISTATS 2021
Continual Learning in Multilingual NMT via Language-Specific Embeddings EMNLP 2021
DriftSurf: Stable-State / Reactive-State Learning under Concept Drift ICML 2021