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Tianheng Ling
Tianheng Ling
在 uni-due.de 的电子邮件经过验证 - 首页
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Enhancing energy-efficiency by solving the throughput bottleneck of lstm cells for embedded fpgas
C Qian, T Ling, G Schiele
Joint European Conference on Machine Learning and Knowledge Discovery in …, 2022
122022
Energy efficient LSTM accelerators for embedded FPGAs through parameterised architecture design
C Qian, T Ling, G Schiele
International Conference on Architecture of Computing Systems, 3-17, 2023
52023
Elasticai: Creating and deploying energy-efficient deep learning accelerator for pervasive computing
C Qian, T Ling, G Schiele
2023 IEEE International Conference on Pervasive Computing and Communications …, 2023
42023
FlowPrecision: Advancing FPGA-Based Real-Time Fluid Flow Estimation with Linear Quantization
T Ling, J Hoever, C Qian, G Schiele
2024 IEEE International Conference on Pervasive Computing and Communications …, 2024
32024
On-device soft sensors: Real-time fluid flow estimation from level sensor data
T Ling, C Qian, G Schiele
International Conference on Mobile and Ubiquitous Systems: Computing …, 2023
22023
Exploring energy efficiency of LSTM accelerators: A parameterized architecture design for embedded FPGAs
C Qian, T Ling, G Schiele
Journal of Systems Architecture 152, 103181, 2024
12024
A Study of Quantisation-aware Training on Time Series Transformer Models for Resource-constrained FPGAs
T Ling, C Qian, L Einhaus, G Schiele
arXiv preprint arXiv:2310.02654, 2023
12023
On-device ai: Quantization-aware training of transformers in time-series
T Ling, G Schiele
2023 IEEE International Conference on Pervasive Computing and Communications …, 2023
12023
Data-driven Modeling of Combined Sewer Systems for Urban Sustainability: An Empirical Evaluation
V Singh, T Ling, T Chiaburu, F Biessmann
arXiv preprint arXiv:2408.11619, 2024
2024
An Automated Approach to Collecting and Labeling Time Series Data for Event Detection Using Elastic Node Hardware
T Ling, I Mansour, C Qian, G Schiele
arXiv preprint arXiv:2407.11042, 2024
2024
Integer-only Quantized Transformers for Embedded FPGA-based Time-series Forecasting in AIoT
T Ling, C Qian, G Schiele
arXiv preprint arXiv:2407.11041, 2024
2024
Towards Auto-Building of Embedded FPGA-based Soft Sensors for Wastewater Flow Estimation
T Ling, C Qian, G Schiele
arXiv preprint arXiv:2407.05102, 2024
2024
Idle is the New Sleep: Configuration-Aware Alternative to Powering Off FPGA-Based DL Accelerators During Inactivity
C Qian, C Cichiwskyj, T Ling, G Schiele
International Conference on Architecture of Computing Systems, 161-176, 2024
2024
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