Approximating Push-In First-Out Behaviors using Strict-Priority Queues

SimPy-based discrete-event WiFi simulator comparing classic packet schedulers (FIFO, Priority, WFQ) against four contextual multi-armed bandit schedulers (PlainUCB, LinUCB, DLinUCB, DKernelUCB) over a 4-dimensional context vector. LinUCB achieves 16.5% higher Jain's Fairness Index than FIFO under stationary traffic.

Real-time network QoS emulator with adaptive ML-driven scheduler switching. Simulates gaming, video, IoT, web, and bulk traffic flows over a virtual link. FastAPI backend enriches metrics and recommends FIFO / WRR / Priority scheduling. Live Next.js dashboard with Recharts visualizations.