Tianen Liu

Latest

• FaaSLearner: Resource-Efficient Edge Video Analytics via Correlation-aware Multi-model Continual Learning
• AI-Native Computing for Distributed Cloud-Edge-Device Collaboration
• DigimonGPT: An Evolvable Agent with Hierarchical Human-like Memory for Video Question Answering
• Real-Batch: Real-time Adaptive Batch Processing for Accurate Object Detection in Autonomous Driving
• Collaborative Model Inference for Edge AI: A Deviceless Approach
• From Perception to Computation: Revisiting Delay Optimization for Connected Autonomous Vehicles
• Agent-as-a-Service: an AI-native Edge Computing Framework for 6G Networks
• AdaInf: Data Drift Adaptive Scheduling for Accurate and SLO-guaranteed Multiple-Model Inference Serving at Edge Servers
• WebInf: Accelerating WebGPU-based In-browser DNN Inference via Adaptive Model Partitioning
• Re-thinking computation offload for efficient inference on IoT devices with duty-cycled radios