Methods followed by Undergraduate Students in their: Capstone Research Project Model
Comparative Analysis of Sparse Attention Mechanisms in Synthetic Cognition Systems: Optimizing Reasoning Efficiency in Large Language Models Author: Dr. Rigoberto GarciaDepartment: Department of Computer Science and Artificial IntelligenceInstitution: SSAI UniversityCourse: CS 498: Computer Science Senior CapstoneDate: March 13, 2026 Abstract As synthetic cognition systems scale, the quadratic computational cost of the standard self-attention mechanism becomes…
