GEN-Graph is a heterogeneous PIM accelerator with specialized Matrix-tile and traversal-tile that delivers exact computation for both matrix-centric and topology-centric graph DP workloads.
A modern primer on processing in memory,
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NasZip delivers up to 8.4x speedup over CPU baselines and 1.69x over prior NDP accelerators for ANNS by combining near-data processing with statistics-based PCA early exiting, dynamic-float encoding, and data-aware neighbor mapping.
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GEN-Graph: Heterogeneous PIM Accelerator for General Computational Patterns in Graph-based Dynamic Programming
GEN-Graph is a heterogeneous PIM accelerator with specialized Matrix-tile and traversal-tile that delivers exact computation for both matrix-centric and topology-centric graph DP workloads.
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NasZip: Software and Hardware Co-Design to Accelerate Approximate Nearest Neighbor Search with DIMM-Based Near-Data Processing
NasZip delivers up to 8.4x speedup over CPU baselines and 1.69x over prior NDP accelerators for ANNS by combining near-data processing with statistics-based PCA early exiting, dynamic-float encoding, and data-aware neighbor mapping.