activity
20162021
most citedFrom Cloud to Edge: A First Look at Public Edge Platforms

7 citations · 8 across the 2 of their papers we have counts for

collaborators

8 papers

cs.MA20211 cited

Observable and Attention-Directing BDI Agents for Human-Autonomy Teaming

Blair Archibald, Muffy Calder, Michele Sevegnani +1

Human-autonomy teaming (HAT) scenarios feature humans and autonomous agents collaborating to meet a shared goal. For effective collaboration, the agents must be transparent and abl…

cs.NI20217 cited

From Cloud to Edge: A First Look at Public Edge Platforms

Mengwei Xu, Zhe Fu, Xiao Ma +7

Public edge platforms have drawn increasing attention from both academia and industry. In this study, we perform a first-of-its-kind measurement study on a leading public edge plat…

cs.PL2021

Modelling and Verifying BDI Agents with Bigraphs

Blair Archibald, Muffy Calder, Michele Sevegnani +1

The Belief-Desire-Intention (BDI) architecture is a popular framework for rational agents; most verification approaches are based on reasoning about implementations of BDI programm…

cs.LG2020

Hierarchical Federated Learning through LAN-WAN Orchestration

Jinliang Yuan, Mengwei Xu, Xiao Ma +3

Federated learning (FL) was designed to enable mobile phones to collaboratively learn a global model without uploading their private data to a cloud server. However, exiting FL pro…

cs.LG2020

Characterizing Impacts of Heterogeneity in Federated Learning upon Large-Scale Smartphone Data

Chengxu Yang, Qipeng Wang, Mengwei Xu +4

Federated learning (FL) is an emerging, privacy-preserving machine learning paradigm, drawing tremendous attention in both academia and industry. A unique characteristic of FL is h…

cs.DB2019

Approximate Query Service on Autonomous IoT Cameras

Mengwei Xu, Xiwen Zhang, Yunxin Liu +3

Elf is a runtime for an energy-constrained camera to continuously summarize video scenes as approximate object counts. Elf's novelty centers on planning the camera's count actions…