Search Results for author: Dawei Chen

Found 10 papers, 1 papers with code

Unleashing the True Power of Age-of-Information: Service Aggregation in Connected and Autonomous Vehicles

no code implementations13 Mar 2024 Anik Mallik, Dawei Chen, Kyungtae Han, Jiang Xie, Zhu Han

With an increase in AoI, incremental service aggregation issues are observed with out-of-sequence information updates, which hampers the performance of low-latency applications in CAVs.

Autonomous Vehicles

Unveiling Energy Efficiency in Deep Learning: Measurement, Prediction, and Scoring across Edge Devices

no code implementations19 Oct 2023 Xiaolong Tu, Anik Mallik, Dawei Chen, Kyungtae Han, Onur Altintas, Haoxin Wang, Jiang Xie

In this paper, we conduct a threefold study, including energy measurement, prediction, and efficiency scoring, with an objective to foster transparency in power and energy consumption within deep learning across various edge devices.

Edge-computing

Confidence-based federated distillation for vision-based lane-centering

no code implementations5 Jun 2023 Yitao Chen, Dawei Chen, Haoxin Wang, Kyungtae Han, Ming Zhao

Machine learning-based steering angle prediction needs to consider the vehicle's limitation in uploading large amounts of potentially private data for model training.

Autonomous Driving Federated Learning

EPAM: A Predictive Energy Model for Mobile AI

no code implementations2 Mar 2023 Anik Mallik, Haoxin Wang, Jiang Xie, Dawei Chen, Kyungtae Han

Predicting the energy consumption of these models, along with their different applications, such as vision and non-vision, requires a thorough investigation of their behavior using various processing sources.

Metamobility: Connecting Future Mobility with Metaverse

no code implementations17 Jan 2023 Haoxin Wang, Ziran Wang, Dawei Chen, Qiang Liu, Hongyu Ke, Kyungtae Han

A Metaverse is a perpetual, immersive, and shared digital universe that is linked to but beyond the physical reality, and this emerging technology is attracting enormous attention from different industries.

Factored Conditional Filtering: Tracking States and Estimating Parameters in High-Dimensional Spaces

no code implementations5 Jun 2022 Dawei Chen, Samuel Yang-Zhao, John Lloyd, Kee Siong Ng

This paper introduces the factored conditional filter, a new filtering algorithm for simultaneously tracking states and estimating parameters in high-dimensional state spaces.

Towards a classification of connected components of the strata of $k$-differentials

no code implementations5 Jan 2021 Dawei Chen, Quentin Gendron

A $k$-differential on a Riemann surface is a section of the $k$-th power of the canonical bundle.

Geometric Topology Algebraic Geometry Number Theory

Revisiting revisits in trajectory recommendation

no code implementations17 Aug 2017 Aditya Krishna Menon, Dawei Chen, Lexing Xie, Cheng Soon Ong

Trajectory recommendation is the problem of recommending a sequence of places in a city for a tourist to visit.

Learning Points and Routes to Recommend Trajectories

1 code implementation25 Aug 2016 Dawei Chen, Cheng Soon Ong, Lexing Xie

Information about POIs are used to learn a POI ranking model that accounts for the start and end points of tours.

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