When Does Structure Matter in Continual Learning? The Critical Role of Dimensionality in Controlling Modularity
A latest arXiv study reveals that input dimensionality is the key factor determining whether modular structures can effe…
🏷️ Continual Learning
4 articles about 'Continual Learning'
Learning to Forget: Adaptive Weight Decay Cracks the Continual Learning Challenge
A new study proposes an adaptive weight decay mechanism that enables AI agents to 'learn to forget' like humans, dynamic…
NORACL: Solving the Stability-Plasticity Dilemma in Continual Learning with Neurogenesis Mechanisms
A latest arXiv paper proposes the NORACL framework, drawing inspiration from biological neurogenesis mechanisms to achie…
The Continual Learning Dilemma of Memory-Augmented LLM Agents Re-Exposed
New research reveals that memory-based LLM agents have not truly solved the stability-plasticity dilemma in continual le…
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