Granularity

  1. 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.
  2. 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.