dblp computer science bibliography
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DBLP protocol enhances distributed ML training by managing gradient loss during network congestion.
Researchers have developed a new transport protocol called DBLP designed to improve the efficiency and resilience of distributed machine learning training. DBLP addresses issues of tail latency and training variability …
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Topological Neural Tangent Kernel enhances graph neural networks with higher-order structure
Researchers have introduced the Topological Neural Tangent Kernel (TopoNTK), a novel kernel designed for simplicial message passing that extends beyond pairwise relationships. Unlike traditional graph kernels, TopoNTK c…
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TypeBandit method improves attribute completion in heterogeneous graphs
Researchers have introduced TypeBandit, a new method designed to improve attribute completion in heterogeneous graph neural networks. This approach addresses the challenge of missing node attributes by recognizing that …