Tag: continual learning
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LIFE: Energy-Efficient AI Framework for HPC Systems
Discover LIFE, an energy-efficient continual learning AI framework designed to optimize high-performance computing with adaptive agentic intelligence.
Pioneer Agent: Boosting Small Language Models in Production
Discover how Pioneer Agent automates continual improvement of small language models, enhancing performance and efficiency in real-world production.
SafeAdapt: Provably Safe Policy Updates in Deep RL
SafeAdapt ensures provably safe policy updates in deep reinforcement learning, preserving safety during adaptation in dynamic environments.
Federated Geometry-Aware Correction Boosts Exemplar Replay
Improve federated continual learning with FEAT: geometry-aware correction enhances exemplar replay under dynamic data heterogeneity and class imbalance.
Dynamical Theory of Continual Learning to Prevent Forgetting
Explore the Informational Buildup Framework, a new approach to continual learning that reduces catastrophic forgetting and improves AI knowledge retention.