Sitao Huang

According to our database, Sitao Huang authored at least 41 papers between 2013 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2024

HyperDetect: A Real-Time Hyperdimensional Solution for Intrusion Detection in IoT Networks.

Junyao Wang, Haocheng Xu, Yonatan Gizachew Achamyeleh, Sitao Huang, Mohammad Abdullah Al Faruque

IEEE Internet Things J., April, 2024

Optimized Spatial Architecture Mapping Flow for Transformer Accelerators.

Haocheng Xu, Faraz Tahmasebi, Ye Qiao, Hongzheng Tian, Hyoukjun Kwon, Sitao Huang

CoRR, 2024

Optimizing High-Level Synthesis Designs with Retrieval-Augmented Large Language Models.

Haocheng Xu, Haotian Hu, Sitao Huang

CoRR, 2024

MONAS: Efficient Zero-Shot Neural Architecture Search for MCUs.

Ye Qiao, Haocheng Xu, Yifan Zhang, Sitao Huang

CoRR, 2024

TBA: Faster Large Language Model Training Using SSD-Based Activation Offloading.

Kun Wu, Jeongmin Brian Park, Xiaofan Zhang, Mert Hidayetoglu, Vikram Sharma Mailthody, Sitao Huang, Steven S. Lumetta, Wen-Mei W. Hwu

CoRR, 2024

RSEND: Retinex-based Squeeze and Excitation Network with Dark Region Detection for Efficient Low Light Image Enhancement.

Jingcheng Li, Ye Qiao, Haocheng Xu, Sitao Huang

CoRR, 2024

TG-NAS: Leveraging Zero-Cost Proxies with Transformer and Graph Convolution Networks for Efficient Neural Architecture Search.

Ye Qiao, Haocheng Xu, Sitao Huang

CoRR, 2024

Accelerating Autonomous Path Planning on FPGAs with Sparsity-Aware HW/SW Co-Optimizations.

Xiaoyu Niu, Yanjun Zhang, Yifan Zhang, Hongzheng Tian, Bo Yu, Shaoshan Liu, Sitao Huang

Proceedings of the 2024 ACM/SIGDA International Symposium on Field Programmable Gate Arrays, 2024

MicroNAS: Zero-Shot Neural Architecture Search for MCUs.

Ye Qiao, Haocheng Xu, Yifan Zhang, Sitao Huang

Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2024

Hector: An Efficient Programming and Compilation Framework for Implementing Relational Graph Neural Networks in GPU Architectures.

Kun Wu, Mert Hidayetoglu, Xiang Song, Sitao Huang, Da Zheng, Israt Nisa, Wen-Mei Hwu

Proceedings of the 29th ACM International Conference on Architectural Support for Programming Languages and Operating Systems, 2024

2023

Sgap: towards efficient sparse tensor algebra compilation for GPU.

Genghan Zhang, Yuetong Zhao, Yanting Tao, Zhongming Yu, Guohao Dai, Sitao Huang, Yuan Wen, Pavlos Petoumenos, Yu Wang

CCF Trans. High Perform. Comput., June, 2023

PIGEON: Optimizing CUDA Code Generator for End-to-End Training and Inference of Relational Graph Neural Networks.

Kun Wu, Mert Hidayetoglu, Xiang Song, Sitao Huang, Da Zheng, Israt Nisa, Wen-Mei W. Hwu

CoRR, 2023

CARMA: Context-Aware Runtime Reconfiguration for Energy-Efficient Sensor Fusion.

Yifan Zhang, Arnav Vaibhav Malawade, Xiaofang Zhang, Yuhui Li, DongHwan Seong, Mohammad Abdullah Al Faruque, Sitao Huang

Proceedings of the IEEE/ACM International Symposium on Low Power Electronics and Design, 2023

DistHD: A Learner-Aware Dynamic Encoding Method for Hyperdimensional Classification.

Junyao Wang, Sitao Huang, Mohsen Imani

Proceedings of the 60th ACM/IEEE Design Automation Conference, 2023

Late Breaking Results: Scalable and Efficient Hyperdimensional Computing for Network Intrusion Detection.

Junyao Wang, Hanning Chen, Mariam Issa, Sitao Huang, Mohsen Imani

Proceedings of the 60th ACM/IEEE Design Automation Conference, 2023

2022

Efficient Machine Learning, Compilers, and Optimizations for Embedded Systems.

Xiaofan Zhang, Yao Chen, Cong Hao, Sitao Huang, Yuhong Li, Deming Chen

CoRR, 2022

2021

High-efficiency and high-usability heterogeneous hardware acceleration with FPGAs

Sitao Huang

PhD thesis, 2021

PyLog: An Algorithm-Centric Python-Based FPGA Programming and Synthesis Flow.

Sitao Huang, Kun Wu, Hyunmin Jeong, Chengyue Wang, Deming Chen, Wen-Mei Hwu

IEEE Trans. Computers, 2021

Large Graph Convolutional Network Training with GPU-Oriented Data Communication Architecture.

Seungwon Min, Kun Wu, Sitao Huang, Mert Hidayetoglu, Jinjun Xiong, Eiman Ebrahimi, Deming Chen, Wen-mei W. Hwu

Proc. VLDB Endow., 2021

PyTorch-Direct: Enabling GPU Centric Data Access for Very Large Graph Neural Network Training with Irregular Accesses.

Seungwon Min, Kun Wu, Sitao Huang, Mert Hidayetoglu, Jinjun Xiong, Eiman Ebrahimi, Deming Chen, Wen-Mei W. Hwu

CoRR, 2021

A Python-based High-Level Programming Flow for CPU-FPGA Heterogeneous Systems : (Invited Paper).

Sitao Huang, Kun Wu, Sai Rahul Chalamalasetti, Izzat El Hajj, Cong Xu, Paolo Faraboschi, Deming Chen

Proceedings of the IEEE/ACM Programming Environments for Heterogeneous Computing, 2021

Chimera: A Hybrid Machine Learning-Driven Multi-Objective Design Space Exploration Tool for FPGA High-Level Synthesis.

Mang Yu, Sitao Huang, Deming Chen

Proceedings of the Intelligent Data Engineering and Automated Learning - IDEAL 2021, 2021

Improved GPU Implementations of the Pair-HMM Forward Algorithm for DNA Sequence Alignment.

Enliang Li, Subho S. Banerjee, Sitao Huang, Ravishankar K. Iyer, Deming Chen

Proceedings of the 39th IEEE International Conference on Computer Design, 2021

Extending HLS with High-Level Descriptive Language for Configurable Algorithm-Level Spatial Structure Design.

Chengyue Wang, Sitao Huang, Wen-Mei Hwu, Deming Chen

Proceedings of the 29th IEEE Annual International Symposium on Field-Programmable Custom Computing Machines, 2021

Mind mappings: enabling efficient algorithm-accelerator mapping space search.

Kartik Hegde, Po-An Tsai, Sitao Huang, Vikas Chandra, Angshuman Parashar, Christopher W. Fletcher

Proceedings of the ASPLOS '21: 26th ACM International Conference on Architectural Support for Programming Languages and Operating Systems, 2021

Mixed Precision Quantization for ReRAM-based DNN Inference Accelerators.

Sitao Huang, Aayush Ankit, Plínio Silveira, Rodrigo Antunes, Sai Rahul Chalamalasetti, Izzat El Hajj, Dong Eun Kim, Glaucimar Aguiar, Pedro Bruel, Sergey Serebryakov, Cong Xu, Can Li, Paolo Faraboschi, John Paul Strachan, Deming Chen, Kaushik Roy, Wen-Mei W. Hwu, Dejan S. Milojicic

Proceedings of the ASPDAC '21: 26th Asia and South Pacific Design Automation Conference, 2021

2019

Analysis and Modeling of Collaborative Execution Strategies for Heterogeneous CPU-FPGA Architectures.

Sitao Huang, Li-Wen Chang, Izzat El Hajj, Simon Garcia De Gonzalo, Juan Gómez-Luna, Sai Rahul Chalamalasetti, Mohamed El-Hadedy, Dejan S. Milojicic, Onur Mutlu, Deming Chen, Wen-Mei W. Hwu

Proceedings of the 2019 ACM/SPEC International Conference on Performance Engineering, 2019

Near-Memory and In-Storage FPGA Acceleration for Emerging Cognitive Computing Workloads.

Ashutosh Dhar, Sitao Huang, Jinjun Xiong, Damir A. Jamsek, Bruno Mesnet, Jian Huang, Nam Sung Kim, Wen-Mei W. Hwu, Deming Chen

Proceedings of the 2019 IEEE Computer Society Annual Symposium on VLSI, 2019

Accelerating Sparse Deep Neural Networks on FPGAs.

Sitao Huang, Carl Pearson, Rakesh Nagi, Jinjun Xiong, Deming Chen, Wen-Mei W. Hwu

Proceedings of the 2019 IEEE High Performance Extreme Computing Conference, 2019

Analysis and Optimization of I/O Cache Coherency Strategies for SoC-FPGA Device.

Seungwon Min, Sitao Huang, Mohamed El-Hadedy, Jinjun Xiong, Deming Chen, Wen-Mei Hwu

Proceedings of the 29th International Conference on Field Programmable Logic and Applications, 2019

FPGA/DNN Co-Design: An Efficient Design Methodology for IoT Intelligence on the Edge.

Cong Hao, Xiaofan Zhang, Yuhong Li, Sitao Huang, Jinjun Xiong, Kyle Rupnow, Wen-Mei Hwu, Deming Chen

Proceedings of the 56th Annual Design Automation Conference 2019, 2019

Automatic Generation of Warp-Level Primitives and Atomic Instructions for Fast and Portable Parallel Reduction on GPUs.

Simon Garcia De Gonzalo, Sitao Huang, Juan Gómez-Luna, Simon D. Hammond, Onur Mutlu, Wen-Mei Hwu

Proceedings of the IEEE/ACM International Symposium on Code Generation and Optimization, 2019

2018

Hardware-Software Co-Design for an Analog-Digital Accelerator for Machine Learning.

Joao Ambrosi, Aayush Ankit, Rodrigo Antunes, Sai Rahul Chalamalasetti, Soumitra Chatterjee, Izzat El Hajj, Guilherme Fachini, Paolo Faraboschi, Martin Foltin, Sitao Huang, Wen-Mei Hwu, Gustavo Knuppe, Sunil Vishwanathpur Lakshminarasimha, Dejan S. Milojicic, Mohan Parthasarathy, Filipe Ribeiro, Lucas Rosa, Kaushik Roy, Plínio Silveira, John Paul Strachan

Proceedings of the 2018 IEEE International Conference on Rebooting Computing, 2018

Towards Neural Phrase-based Machine Translation.

Po-Sen Huang, Chong Wang, Sitao Huang, Dengyong Zhou, Li Deng

Proceedings of the 6th International Conference on Learning Representations, 2018

Triangle Counting and Truss Decomposition using FPGA.

Sitao Huang, Mohamed El-Hadedy, Cong Hao, Qin Li, Vikram S. Mailthody, Ketan Date, Jinjun Xiong, Deming Chen, Rakesh Nagi, Wen-Mei Hwu

Proceedings of the 2018 IEEE High Performance Extreme Computing Conference, 2018

2017

Collaborative Computing for Heterogeneous Integrated Systems.

Li-Wen Chang, Juan Gómez-Luna, Izzat El Hajj, Sitao Huang, Deming Chen, Wen-mei W. Hwu

Proceedings of the 8th ACM/SPEC on International Conference on Performance Engineering, 2017

Hardware Acceleration of the Pair-HMM Algorithm for DNA Variant Calling.

Sitao Huang, Gowthami Jayashri Manikandan, Anand Ramachandran, Kyle Rupnow, Wen-mei W. Hwu, Deming Chen

Proceedings of the 2017 ACM/SIGDA International Symposium on Field-Programmable Gate Arrays, 2017

2016

Acceleration of the Pair-HMM Algorithm for DNA Variant Calling.

Gowthami Jayashri Manikandan, Sitao Huang, Kyle Rupnow, Wen-mei W. Hwu, Deming Chen

Proceedings of the 24th IEEE Annual International Symposium on Field-Programmable Custom Computing Machines, 2016

2014

Accelerating frequent item counting with FPGA.

Yuliang Sun, Zilong Wang, Sitao Huang, Lanjun Wang, Yu Wang, Rong Luo, Huazhong Yang

Proceedings of the 2014 ACM/SIGDA International Symposium on Field-Programmable Gate Arrays, 2014

2013

DTW-Based Subsequence Similarity Search on AMD Heterogeneous Computing Platform.

Sitao Huang, Guohao Dai, Yuliang Sun, Zilong Wang, Yu Wang, Huazhong Yang

Proceedings of the 10th IEEE International Conference on High Performance Computing and Communications & 2013 IEEE International Conference on Embedded and Ubiquitous Computing, 2013

Accelerating subsequence similarity search based on dynamic time warping distance with FPGA.

Zilong Wang, Sitao Huang, Lanjun Wang, Hao Li, Yu Wang, Huazhong Yang

Proceedings of the 2013 ACM/SIGDA International Symposium on Field Programmable Gate Arrays, 2013