[Summer 2024]

• I attended the NSF CSSI/CyberTraining/SCIPE PI Meeting. An amazing experience and an incredible opportunity to connect with both old and new friends and learn about outstanding research. Thanks NSF!
• ACM Kudos Research Showcase is featuring our work on environmentally-sustainable and energy-efficient edge AI. Go check it out!
• I am invited to serve on TPC of ACM/IEEE SEC 2024 @Rome, Italy.
• I am invited to serve on TPC of IEEE INFOCOM 2025 @London, UK.
• Welcome on-board! My 3rd Ph.D. student Huirong Chai joined AMAI Lab and will be working on Human-robot teaming.

[Spring 2024]

• Check out the preprint of our paper “CarbonCP: Carbon-Aware DNN Partitioning with Conformal Prediction for Sustainable Edge Intelligence“, led by Hongyu.
• I am invited to serve on TPC of IEEE IPCCC 2024 @Orlando, FL.
• Our paper titled “Crowdsourcing Live High Definition Map via Collaborative Computation in Automotive Edge Computing” has been accepted by IEEE Transactions on Vehicular Technology.
• Congrats Saraswathi Katabattula from AMAI lab won the best poster award (2 out of 41) at Spring 24 CS Demo Day!
• Received one-year research grant (Single-PI) from InfoTech Labs, Toyoto Motor North America, Thanks Toyota!

[Fall 2023]

• Undergraduate researchers from AMAI lab won the 1st Place of Fall 23 CS SHOWCASE. Congrats Saraswathi Katabattula, Janou Milligan, Tyler Wilkerson!
• Our paper titled “DeepEn2023: Energy Datasets for Edge Artificial Intelligence” led by Xiaolong has been accepted by Thirty-seventh Conference on Neural Information Processing Systems (NeurIPS ’23) Workshop on Tackling Climate Change with Machine Learning. This achievement aligns with our series of contributions (SEC ’23, CCAI@NeurIPS ’23) aimed at assessing and reducing energy consumption and carbon footprint of on-device deep learning. Kudos to my students for their outstanding work and dedication!
• Xiaolong was selected as one of the three recipients of the 2023 Martin D. Fraser Graduate Student Conference Travel Award, which is a merit-based accolade that supports CS PhD students at GSU with conference travel. Congratulations!
• Our paper titled “Real-Time Object Substitution for Mobile Diminished Reality with Edge Computing” led by Hongyu has been accepted by SEC’ 23 Poster/Demo Track.
• Our paper titled “Unveiling Energy Efficiency in Deep Learning: Measurement, Prediction, and Scoring across Edge Devices” led by Xiaolong has been accepted by The Eighth ACM/IEEE Symposium on Edge Computing (SEC’ 23). SEC is a new top conference in edge computing. The acceptance rate of this year is 25.3% (18 of 71 accepted). This paper presents the first measurement study that uncovers the energy consumption characteristics of on-device deep learning across edge devices. This study results in the creation of three extensive energy datasets for edge devices, covering a wide range of kernels, state-of-the-art DNN models, and popular AI applications. Based on our datasets, we design and implement the first kernel-level energy predictors for edge devices, which achieves an average prediction accuracy of 86.2%. The datasets and code will be released soon at here. Stay tuned!

[Summer 2023]

• I serve as the Poster/Demo Co-Chair of the Eighth ACM/IEEE Symposium on Edge Computing (SEC). The paper submission deadline is August 31, 2023. Please consider submitting your work!
• Our paper titled “DSORL: Data Source Optimization with Reinforcement Learning Scheme for Vehicular Named Data Networks” has been accepted by IEEE Transactions on Intelligent Transportation Systems.
• Our paper titled “Visualization of Mobility Digital Twin: Framework Design, Case Study, and Future Challenges” has been accepted by The 20th IEEE International Conference on Mobile Ad Hoc and Smart Systems (MASS). Congrats Yueyang and Xiaolong!
• Received a $46,980 internal grant from Georgia State University to support Human-Computer Interaction Project.

[Spring 2023] 

• I am co-chairing the First ACM/IEEE Workshop on Digital Twins (DT). The workshop will be co-located with the Eighth ACM/IEEE Symposium on Edge Computing (SEC), December 6-9, 2023, in Wilmington, DE, USA. The paper submission deadline is August 20, 2023. Please consider submitting your work!
• Two papers have been accepted by IEEE ICC 2023, congrats team!
• Our paper titled “Metamobility: Connecting Future Mobility with Metaverse” has been accepted by IEEE Vehicular Technology Magazine.
• Our paper titled “FAIR: Towards Impartial Resource Allocation for Intelligent Vehicles with Automotive Edge Computing” has been accepted by IEEE Transactions on Intelligent Vehicles.
• Welcome on-board! Dreamers toward Ph.D. Xiaolong Tu and Hongyu Ke joined AMAI Lab as Ph.D. students. 
• Received one-year research grant (Single-PI) from InfoTech Labs, Toyoto Motor North America, Thanks Toyota!