Daliang Xu

Daliang Xu

Assistant Professor (Associate Researcher) Beijing University of Posts and Telecommunications

Publications

Mandheling: Mixed-Precision On-Device DNN Training with DSP Offloading

Published in MobiCom'2022, 2022

The first system that enables highly resource-efficient on-device training by orchestrating mixed-precision training with on-chip Digital Signal Processor (DSP) offloading.

Recommended citation: Xu, Daliang, et al. "Mandheling: Mixed-Precision On-Device DNN Training with DSP Offloading." MobiCom (2022).

  • [CCF-A]Fast on-device LLM inference with NPUs
    Daliang Xu, H Zhang, L Yang, R Liu, G Huang, M Xu, X Liu
    ACM International Conference on Architectural Support for Programming Languages and Operating Systems (ASPLOS)
    Year: 2025

  • [CCF-A]EdgeLLM: Fast On-device LLM Inference with Speculative Decoding
    Daliang Xu, W Yin, H Zhang, X Jin, Y Zhang, S Wei, M Xu, X Liu
    IEEE Transactions on Mobile Computing (TMC)
    Year: 2024

  • [CCF-A]Towards energy-efficient federated learning via int8-based training on mobile DSPs
    J Yuan, S Wang, H Li, Daliang Xu, Y Li, M Xu, X Liu
    Proceedings of the ACM Web Conference (TheWebConf)
    Year: 2024

  • [CCF-A]SoCFlow: Efficient and scalable DNN training on SoC-clustered edge servers
    Daliang Xu, M Xu, C Lou, L Zhang, G Huang, X Jin, X Liu
    ACM International Conference on Architectural Support for Programming Languages and Operating Systems (ASPLOS)
    Year: 2024

  • [CCF-A]Efficient, Scalable, and Sustainable DNN Training on SoC-Clustered Edge Servers
    M Xu, Daliang Xu, C Lou, L Zhang, G Huang, X Jin, X Liu
    IEEE Transactions on Mobile Computing (TMC)
    Year: 2024

  • [CCF-B]PieBridge: Fast and Parameter-Efficient On-Device Training via Proxy Networks
    W Yin, Daliang Xu, G Huang, Y Zhang, S Wei, M Xu, X Liu
    ACM Conference on Embedded Networked Sensor Systems (SenSys)
    Year: 2024

  • 🏆 [CCF-B Distinguished Paper Award]Niagara: Scheduling DNN Inference Services on Heterogeneous Edge Processors
    Daliang Xu, Q Li, M Xu, K Huang, G Huang, S Wang, X Jin, Y Ma, X Liu
    International Conference on Service-Oriented Computing (ICSOC)
    Year: 2023

  • [CCF-A]Satellite Computing: From Space to Your Screen
    Q Li, Daliang Xu
    International Conference on Service-Oriented Computing (ICSOC)
    Year: 2023

  • [CCF-A]Mandheling: Mixed-precision on-device DNN training with DSP offloading
    Daliang Xu, M Xu, Q Wang, S Wang, Y Ma, K Huang, G Huang, X Jin, X Liu
    ACM International Conference on Mobile Computing and Networking (MobiCom)
    Year: 2022