Author

Amirreza Khorasanian

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Preprint Aug 2026

MeshReduce-U: Compiler-Guided Communication Reduction for Irregular Neural Reductions on Mesh NoCs

Many irregular neural workloads induce skewed many-to-one reductions with repeated neighborhoods and nonlocal communication. Conventional NoC mappers optimize placement and routes for a fixed communication graph, even though associative reductions expose legal opportunities to eliminate traffic before routing. We prese...

Amirreza Khorasanian · 0 citations

Preprint Aug 2026

CAGE: Regime-Aware Algorithm Engineering for Coverage Optimization

The results demonstrate that strategy nondominance is workload- and condition-dependent, supporting regime-aware algorithm engineering rather than a universal policy ranking.

Amirreza Khorasanian · 0 citations

#graph neural networks Preprint Aug 2026

Beyond Edge Cuts: Activity-Weighted Multicast Hypergraph Mapping for Spiking Neural Networks on Mesh NoCs

M-HySMap is presented, a route-aware, activity-weighted multicast hypergraph mapping framework that optimizes distinct destination-core fanout, the union of deterministic mesh routes, and link congestion, and exposes this combinatorial structure in detail, derive a conservative placement lower bound, and describes a po...

Amirreza Khorasanian · 0 citations