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Thoth: Uncovering Data-Dependent Memory Access Patterns via Annotation-Directed Load Sampling
Thoth hardware prefetcher improves performance on sparse data structures by tracking producer-consumer load pairs and using annotation-directed sampling to capture complex memory access patterns.
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HMMC improved heterogeneous graph representation learning
Self-supervised heterogeneous graph neural network framework using multi-scale meta-path contrastive learning for improved local-global structural modeling.