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Continual Learning

557 directly classified papers

Papers per year

Papers

Fast TRAC: A Parameter-Free Optimizer for Lifelong Reinforcement Learning NIPS 2024
Hypercorrelation Evolution for Video Class-Incremental Learning AAAI 2024
LEMoE: Advanced Mixture of Experts Adaptor for Lifelong Model Editing of Large Language Models EMNLP 2024
Revisiting Neural Networks for Continual Learning: An Architectural Perspective IJCAI 2024
Continual Multi-View Clustering with Consistent Anchor Guidance IJCAI 2024
Continual Multimodal Knowledge Graph Construction IJCAI 2024
Wearable Sensor-Based Few-Shot Continual Learning on Hand Gestures for Motor-Impaired Individuals via Latent Embedding Exploitation IJCAI 2024
Beyond Prompts: Dynamic Conversational Benchmarking of Large Language Models NIPS 2024
Multi-Domain Incremental Learning for Face Presentation Attack Detection AAAI 2024
Continual Learning with Global Alignment NIPS 2024
RanDumb: Random Representations Outperform Online Continually Learned Representations NIPS 2024
Efficient Lifelong Model Evaluation in an Era of Rapid Progress NIPS 2024
Task Confusion and Catastrophic Forgetting in Class-Incremental Learning: A Mathematical Framework for Discriminative and Generative Modelings NIPS 2024
Prospective Representation Learning for Non-Exemplar Class-Incremental Learning NIPS 2024
Continual learning with the neural tangent ensemble NIPS 2024
Reawakening knowledge: Anticipatory recovery from catastrophic interference via structured training NIPS 2024
Embracing Language Inclusivity and Diversity in CLIP through Continual Language Learning AAAI 2024
Consistent Prompting for Rehearsal-Free Continual Learning CVPR 2024
Vector Quantization Prompting for Continual Learning NIPS 2024
Memory-Efficient Prompt Tuning for Incremental Histopathology Classification AAAI 2024
What How and When Should Object Detectors Update in Continually Changing Test Domains? CVPR 2024
What to Remember: Self-Adaptive Continual Learning for Audio Deepfake Detection AAAI 2024
Continual Contrastive Spoken Language Understanding ACL 2024
TIKP: Text-to-Image Knowledge Preservation for Continual Semantic Segmentation AAAI 2024
DS-AL: A Dual-Stream Analytic Learning for Exemplar-Free Class-Incremental Learning AAAI 2024