3 papers
cs.LG2026
AI-Driven Predictive Maintenance with Environmental Context Integration for Connected Vehicles: Simulation, Benchmarking, and Field Validation
Kushal Khemani, Anjum Nazir Qureshi
Predictive maintenance for connected vehicles offers the potential to reduce unexpected breakdowns and improve fleet reliability, but most existing systems rely exclusively on inte…
cs.CV2026
RAMS: Resource-Adaptive and Detection-Conditioned Model Switching for Embedded Edge Perception
Kushal Khemani, Evan Leri, George Xu +1
Edge object detection on embedded hardware requires balancing inference latency and detection quality under changing resource pressure. We present RAMS, a lightweight runtime contr…
cs.CY2026
Inference Energy and Latency in AI-Mediated Education: A Learning-per-Watt Analysis of Edge and Cloud Models
Kushal Khemani
Immediate feedback is a foundational requirement of effective AI-mediated learning, yet the energy and latency costs of delivering it remain largely unexamined. This study investig…