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Continual Learning

1895 directly classified papers

Papers per year

Papers

Decomposing Prompts, Composing Actions: A Multi-Granularity Prompting Approach for Incremental Action Learning AAAI 2026

No Label? No Problem: Unsupervised Continual Learning for Adaptive Medical ASR EACL 2026

PoseAdapt: Sustainable Human Pose Estimation via Continual Learning Benchmarks and Toolkit WACV 2026

TELLME: Test-Enhanced Learning for Language Model Enrichment EACL 2026

Continual Neural Topic Model EACL 2026

MedPEFT-CL: Dual-Phase Parameter-Efficient Continual Learning with Medical Semantic Adapter and Bidirectional Memory Consolidation WACV 2026

MergeSlide: Continual Model Merging and Task-to-Class Prompt-Aligned Inference for Lifelong Learning on Whole Slide Images WACV 2026

MERLIN: Multi-Stage Curriculum Alignment for Multilingual Encoder-LLM Integration in Cross-Lingual Reasoning EACL 2026

Forget Less by Learning Together through Concept Consolidation WACV 2026

DREAM: Dynamic Prompts and GuidedMix for Efficient Continual Adaptation of Visual-Language Models WACV 2026

Adversarial Pseudo-replay for Exemplar-free Class-incremental Learning WACV 2026

Sparse Adapter Fusion for Continual Learning in NLP EACL 2026

New Metrics for Disambiguating Feature Overlap and Catastrophic Forgetting in Incremental Learning Contexts (Student Abstract) AAAI 2026

Towards Continually-Evolving AI: Selective and Expandable Multimodal Memory System AAAI 2026

Decomposing the Neurons: Activation Sparsity via Mixture of Experts for Continual Test Time Adaptation AAAI 2026

MetaGDPO: Alleviating Catastrophic Forgetting with Metacognitive Knowledge Through Group Direct Preference Optimization AAAI 2026

Towards Closed-Loop Embodied Empathy Evolution: Probing LLM-Centric Lifelong Empathic Motion Generation in Unseen Scenarios AAAI 2026

OPLoRA: Orthogonal Projection LoRA Prevents Catastrophic Forgetting During Parameter-Efficient Fine-Tuning AAAI 2026

From Imitation to Discrimination: Toward a Generalized Curriculum Advantage Mechanism Enhancing Cross-Domain Reasoning Tasks AAAI 2026

LifeAlign: Lifelong Alignment for Large Language Models with Memory-Augmented Focalized Preference Optimization AAAI 2026

MacVQA: Adaptive Memory Allocation and Global Noise Filtering for Continual Visual Question Answering AAAI 2026

Perturbing to Preserve: Defending Fragile Knowledge in Online Continual Learning AAAI 2026

Structure Detection for Contextual Reinforcement Learning AAAI 2026

HLML-SNN：Fast Continual Learning in Spiking Neural Networks Achieved via Hebbian Learning-Driven Meta-Learning AAAI 2026

Distillation-Guided Structural Transfer for Continual Learning Beyond Sparse Distributed Memory AAAI 2026