List of AI News about Samsung
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2026-01-31 10:16 |
Samsung RTL Breakthrough: Specialized Subnetworks Defy Traditional Pruning Methods in Neural Networks
According to God of Prompt on Twitter, traditional pruning methods in neural networks assume a single pruning mask fits all data, which can limit performance and adaptability. Samsung's RTL (Routing the Lottery) method challenges this by discovering specialized subnetworks in neural networks, each tailored to distinct classes, clusters, or conditions. This approach optimizes neural network performance by adapting to specific data characteristics, offering significant advancements for AI developers seeking more efficient and flexible machine learning models. |
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2026-01-31 10:16 |
Samsung Breakthrough: Neural Network Pruning Goes Beyond the Lottery Ticket Hypothesis with Multiple Specialized Subnetworks
According to God of Prompt on Twitter, Samsung has introduced a major breakthrough in neural network research by challenging the established Lottery Ticket Hypothesis. Traditionally, researchers sought a single 'winning' subnetwork within a neural network for optimal performance. However, Samsung's findings demonstrate that multiple specialized subnetworks can coexist, each excelling in different tasks. This new approach to neural network pruning could significantly improve model efficiency and performance, opening up new business opportunities for companies seeking advanced machine learning solutions, as reported by God of Prompt. |