Suivre
Cole Hawkins
Cole Hawkins
Amazon Web Services
Adresse e-mail validée de math.ucsb.edu
Titre
Citée par
Citée par
Année
Bayesian Tensorized Neural Networks with Automatic Rank Selection
C Hawkins, Z Zhang
Neurocomputing, 2019
452019
Variational Bayesian Inference for Robust Streaming Tensor Factorization and Completion
C Hawkins, Z Zhang
2018 IEEE International Conference on Data Mining (ICDM), 1446-1451, 2018
32*2018
Towards compact neural networks via end-to-end training: A Bayesian tensor approach with automatic rank determination
C Hawkins, X Liu, Z Zhang
SIAM Journal on Mathematics of Data Science 4 (1), 46-71, 2022
292022
On-FPGA training with ultra memory reduction: A low-precision tensor method
K Zhang, C Hawkins, X Zhang, C Hao, Z Zhang
arXiv preprint arXiv:2104.03420, 2021
142021
3U-EdgeAI: Ultra-low memory training, ultra-low bitwidth quantization, and ultra-low latency acceleration
Y Chen, C Hawkins, K Zhang, Z Zhang, C Hao
Proceedings of the 2021 on Great Lakes Symposium on VLSI, 157-162, 2021
92021
Low-rank+ sparse tensor compression for neural networks
C Hawkins, H Yang, M Li, L Lai, V Chandra
arXiv preprint arXiv:2111.01697, 2021
52021
Tensor methods for generating compact uncertainty quantification and deep learning models
C Cui, C Hawkins, Z Zhang
2019 IEEE/ACM International Conference on Computer-Aided Design (ICCAD), 1-6, 2019
52019
Online, informative mcmc thinning with kernelized stein discrepancy
C Hawkins, A Koppel, Z Zhang
arXiv preprint arXiv:2201.07130, 2022
42022
Bayesian Tensor Learning with Automatic Rank Determination and Uncertainty Quantification
K Zhang, C Hawkins, Z Zhang
Frontiers in Artificial Intelligence, 201, 2022
4*2022
Rational combinations of Betti diagrams of complete intersections
MT Annunziata, CR Gibbons, C Hawkins, AJ Sutherland
Journal of Algebra and Its Applications 17 (05), 1850079, 2018
32018
Vcc: Scaling Transformers to 128K Tokens or More by Prioritizing Important Tokens
Z Zeng, C Hawkins, M Hong, A Zhang, N Pappas, V Singh, S Zheng
Advances in Neural Information Processing Systems 36, 2024
22024
Efficient long-range transformers: You need to attend more, but not necessarily at every layer
Q Zhang, D Ram, C Hawkins, S Zha, T Zhao
arXiv preprint arXiv:2310.12442, 2023
22023
Scalable consistency training for graph neural networks via self-ensemble self-distillation
C Hawkins, VN Ioannidis, S Adeshina, G Karypis
arXiv preprint arXiv:2110.06290, 2021
12021
Online MCMC Thinning with Kernelized Stein Discrepancy
A Koppel, J Eappen, S Bhatt, C Hawkins, S Ganesh
SIAM Journal on Mathematics of Data Science 6 (1), 51-75, 2024
2024
Compressed Training for Uncertainty-Aware Compact Neural Networks
CP Hawkins
University of California, Santa Barbara, 2022
2022
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