Bradley McDanel

CoRR, 2024

2023

StitchNet: Composing Neural Networks from Pre-Trained Fragments.

[BibT_eX]

[DOI]

Marcus Z. Comiter

Proceedings of the International Conference on Machine Learning and Applications, 2023

Dynamic Patch Sampling for Efficient Training and Dynamic Inference in Vision Transformers.

[BibT_eX]

[DOI]

Chi Phuong Ngoc Huynh

Proceedings of the International Conference on Machine Learning and Applications, 2023

2022

Accelerating Vision Transformer Training via a Patch Sampling Schedule.

[BibT_eX]

[DOI]

Chi Phuong Huynh

CoRR, 2022

Accelerating DNN Training with Structured Data Gradient Pruning.

[BibT_eX]

[DOI]

Helia Dinh

John Magallanes

Proceedings of the 26th International Conference on Pattern Recognition, 2022

FAST: DNN Training Under Variable Precision Block Floating Point with Stochastic Rounding.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Symposium on High-Performance Computer Architecture, 2022

2021

Saturation RRAM Leveraging Bit-Level Sparsity Resulting from Term Quantization.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Symposium on Circuits and Systems, 2021

Training for multi-resolution inference using reusable quantization terms.

[BibT_eX]

[DOI]

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

2020

Term Revealing: Furthering Quantization at Run Time on Quantized DNNs.

[BibT_eX]

[DOI]

CoRR, 2020

Term quantization: furthering quantization at run time.

[BibT_eX]

[DOI]

Hsiang-Tsung Kung

Proceedings of the International Conference for High Performance Computing, 2020

2019

Full-stack Optimization for Accelerating CNNs with FPGA Validation.

[BibT_eX]

[DOI]

CoRR, 2019

Systolic Building Block for Logic-on-Logic 3D-IC Implementations of Convolutional Neural Networks.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Symposium on Circuits and Systems, 2019

Full-stack optimization for accelerating CNNs using powers-of-two weights with FPGA validation.

[BibT_eX]

[DOI]

Proceedings of the ACM International Conference on Supercomputing, 2019

Packing Sparse Convolutional Neural Networks for Efficient Systolic Array Implementations: Column Combining Under Joint Optimization.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Fourth International Conference on Architectural Support for Programming Languages and Operating Systems, 2019

Maestro: A Memory-on-Logic Architecture for Coordinated Parallel Use of Many Systolic Arrays.

[BibT_eX]

[DOI]

Proceedings of the 30th IEEE International Conference on Application-specific Systems, 2019

2018

Mapping Systolic Arrays onto 3D Circuit Structures: Accelerating Convolutional Neural Network Inference.

[BibT_eX]

[DOI]

Proceedings of the 2018 IEEE International Workshop on Signal Processing Systems, 2018

Adaptive Tiling: Applying Fixed-size Systolic Arrays To Sparse Convolutional Neural Networks.

[BibT_eX]

[DOI]

Proceedings of the 24th International Conference on Pattern Recognition, 2018

2017

Incomplete Dot Products for Dynamic Computation Scaling in Neural Network Inference.

[BibT_eX]

[DOI]

Proceedings of the 16th IEEE International Conference on Machine Learning and Applications, 2017

Distributed Deep Neural Networks Over the Cloud, the Edge and End Devices.

[BibT_eX]

[DOI]

Proceedings of the 37th IEEE International Conference on Distributed Computing Systems, 2017

Embedded Binarized Neural Networks.

[BibT_eX]

[DOI]

Proceedings of the 2017 International Conference on Embedded Wireless Systems and Networks, 2017

2016

BranchyNet: Fast inference via early exiting from deep neural networks.

[BibT_eX]

[DOI]

Proceedings of the 23rd International Conference on Pattern Recognition, 2016

2015

Taming Wireless Fluctuations by Predictive Queuing Using a Sparse-Coding Link-State Model.

[BibT_eX]

[DOI]

Proceedings of the 16th ACM International Symposium on Mobile Ad Hoc Networking and Computing, 2015

PNNU: Parallel Nearest-Neighbor Units for Learned Dictionaries.

[BibT_eX]

[DOI]

Proceedings of the Languages and Compilers for Parallel Computing, 2015

Sparse Coding Trees with application to emotion classification.

[BibT_eX]

[DOI]

Proceedings of the 2015 IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2015

Outlier detection for large scale manufacturing processes.

[BibT_eX]

[DOI]

Abhinav Jauhri