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Hui Guan
Hui Guan
Verified email at cs.umass.edu - Homepage
Title
Cited by
Cited by
Year
Scalable graph neural network training: The case for sampling
M Serafini, H Guan
ACM SIGOPS Operating Systems Review 55 (1), 68-76, 2021
542021
Post-training 4-bit quantization on embedding tables
H Guan, A Malevich, J Yang, J Park, H Yuen
arXiv preprint arXiv:1911.02079, 2019
402019
Adaptive deep reuse: Accelerating CNN training on the fly
L Ning, H Guan, X Shen
2019 IEEE 35th International Conference on Data Engineering (ICDE), 1538-1549, 2019
342019
In-place zero-space memory protection for cnn
H Guan, L Ning, Z Lin, X Shen, H Zhou, SH Lim
Advances in Neural Information Processing Systems 32, 2019
342019
Comet: a novel memory-efficient deep learning training framework by using error-bounded lossy compression
S Jin, C Zhang, X Jiang, Y Feng, H Guan, G Li, SL Song, D Tao
arXiv preprint arXiv:2111.09562, 2021
262021
CoCoPIE: Enabling real-time AI on off-the-shelf mobile devices via compression-compilation co-design
H Guan, S Liu, X Ma, W Niu, B Ren, X Shen, Y Wang, P Zhao
Communications of the ACM 64 (6), 62-68, 2021
252021
Automtl: A programming framework for automating efficient multi-task learning
L Zhang, X Liu, H Guan
Advances in Neural Information Processing Systems 35, 34216-34228, 2022
212022
Fleet: Flexible efficient ensemble training for heterogeneous deep neural networks
H Guan, LK Mokadam, X Shen, SH Lim, R Patton
Proceedings of Machine Learning and Systems 2, 247-261, 2020
202020
Rethinking hard-parameter sharing in multi-domain learning
L Zhang, Q Yang, X Liu, H Guan
2022 IEEE International Conference on Multimedia and Expo (ICME), 01-06, 2022
172022
Wootz: A compiler-based framework for fast cnn pruning via composability
H Guan, X Shen, SH Lim
Proceedings of the 40th ACM SIGPLAN Conference on Programming Language …, 2019
172019
A topological collapse for document summarization
H Guan, W Tang, H Krim, J Keiser, A Rindos, R Sazdanovic
2016 IEEE 17th International Workshop on Signal Processing Advances in …, 2016
152016
Deep nlp-based co-evolvement for synthesizing code analysis from natural language
Z Nan, H Guan, X Shen, C Liao
Proceedings of the 30th ACM SIGPLAN International Conference on Compiler …, 2021
142021
HISyn: human learning-inspired natural language programming
Z Nan, H Guan, X Shen
Proceedings of the 28th ACM Joint Meeting on European Software Engineering …, 2020
142020
Egeria: A framework for automatic synthesis of HPC advising tools through multi-layered natural language processing
H Guan, X Shen, H Krim
Proceedings of the International Conference for High Performance Computing …, 2017
132017
Numaperf: Predictive numa profiling
X Zhao, J Zhou, H Guan, W Wang, X Liu, T Liu
Proceedings of the ACM International Conference on Supercomputing, 52-62, 2021
112021
Robust Image Watermarking using Stable Diffusion
L Zhang, X Liu, AV Martin, CX Bearfield, Y Brun, H Guan
arXiv preprint arXiv:2401.04247, 2024
102024
Flash: concept drift adaptation in federated learning
K Panchal, S Choudhary, S Mitra, K Mukherjee, S Sarkhel, S Mitra, ...
International Conference on Machine Learning, 26931-26962, 2023
102023
Generalizations of the theory and deployment of triangular inequality for compiler-based strength reduction
Y Ding, L Ning, H Guan, X Shen
Proceedings of the 38th ACM SIGPLAN Conference on Programming Language …, 2017
92017
Re-thinking computation offload for efficient inference on IoT devices with duty-cycled radios
J Huang, H Guan, D Ganesan
Proceedings of the 29th Annual International Conference on Mobile Computing …, 2023
82023
A tree-structured multi-task model recommender
L Zhang, X Liu, H Guan
International Conference on Automated Machine Learning, 10/1-12, 2022
82022
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Articles 1–20