Performance Optimization

High-Throughput ACL Pattern Matching via GPU-Accelerated Convolution

A GPU-accelerated Access Control List (ACL) pattern matching engine achieving 100M packets/second throughput at 1K rules, sustaining ~80K packets/s at 5M rules.

Malware Filter Framework (MFF) — CNN Optimization

Optimized a CNN-based Malware Filter Framework (MFF) by implementing Atrous Spatial Pyramid Pooling (dilation), achieving a 315% performance boost through feature-profiling, memory caching, and multi-view filtering.