Malware Analysis

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.

Semantic LLM — Comprehensive Binary Analysis for Malware Detection

Lead architect of an Agentic LLM ecosystem with 15+ agents and tools for zero-day binary malware analysis, deployed across NPU, GPU clusters, and IoT edge hardware.