Tianheng Ling

According to our database, Tianheng Ling authored at least 7 papers between 2022 and 2024.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of five.

2024

FlowPrecision: Advancing FPGA-Based Real-Time Fluid Flow Estimation with Linear Quantization.

Tianheng Ling, Julian Hoever, Chao Qian, Gregor Schiele

Proceedings of the IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events, 2024

2023

On-Device Soft Sensors: Real-Time Fluid Flow Estimation from Level Sensor Data.

Tianheng Ling, Chao Qian, Gregor Schiele

CoRR, 2023

A Study of Quantisation-aware Training on Time Series Transformer Models for Resource-constrained FPGAs.

Tianheng Ling, Chao Qian, Lukas Einhaus, Gregor Schiele

CoRR, 2023

ElasticAI: Creating and Deploying Energy-Efficient Deep Learning Accelerator for Pervasive Computing.

Chao Qian, Tianheng Ling, Gregor Schiele

Proceedings of the IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events, 2023

On-Device AI: Quantization-Aware Training of Transformers in Time-Series.

Tianheng Ling, Gregor Schiele

Proceedings of the IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events, 2023

Energy Efficient LSTM Accelerators for Embedded FPGAs Through Parameterised Architecture Design.

Chao Qian, Tianheng Ling, Gregor Schiele

Proceedings of the Architecture of Computing Systems - 36th International Conference, 2023

2022

Enhancing Energy-Efficiency by Solving the Throughput Bottleneck of LSTM Cells for Embedded FPGAs.

Chao Qian, Tianheng Ling, Gregor Schiele

Proceedings of the Machine Learning and Principles and Practice of Knowledge Discovery in Databases, 2022