Jacob R. Stevens

According to our database, Jacob R. Stevens authored at least 12 papers between 2017 and 2023.

Collaborative distances:

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

2023

X-Former: In-Memory Acceleration of Transformers.

Shrihari Sridharan, Jacob R. Stevens, Kaushik Roy, Anand Raghunathan

IEEE Trans. Very Large Scale Integr. Syst., August, 2023

2022

AxFormer: Accuracy-driven Approximation of Transformers for Faster, Smaller and more Accurate NLP Models.

Amrit Nagarajan, Sanchari Sen, Jacob R. Stevens, Anand Raghunathan

Proceedings of the International Joint Conference on Neural Networks, 2022

Efficient ensembles of graph neural networks.

Amrit Nagarajan, Jacob R. Stevens, Anand Raghunathan

Proceedings of the DAC '22: 59th ACM/IEEE Design Automation Conference, San Francisco, California, USA, July 10, 2022

2021

Softermax: Hardware/Software Co-Design of an Efficient Softmax for Transformers.

Jacob R. Stevens, Rangharajan Venkatesan, Steve Dai, Brucek Khailany, Anand Raghunathan

Proceedings of the 58th ACM/IEEE Design Automation Conference, 2021

GNNerator: A Hardware/Software Framework for Accelerating Graph Neural Networks.

Jacob R. Stevens, Dipankar Das, Sasikanth Avancha, Bharat Kaul, Anand Raghunathan

Proceedings of the 58th ACM/IEEE Design Automation Conference, 2021

2020

Optimizing Transformers with Approximate Computing for Faster, Smaller and more Accurate NLP Models.

Amrit Nagarajan, Sanchari Sen, Jacob R. Stevens, Anand Raghunathan

CoRR, 2020

Emerging Neural Workloads and Their Impact on Hardware.

David Brooks, Martin M. Frank, Tayfun Gokmen, Udit Gupta, Xiaobo Sharon Hu, Shubham Jain, Ann Franchesca Laguna, Michael T. Niemier, Ian O'Connor, Anand Raghunathan, Ashish Ranjan, Dayane Reis, Jacob R. Stevens, Carole-Jean Wu, Xunzhao Yin

Proceedings of the 2020 Design, Automation & Test in Europe Conference & Exhibition, 2020

2019

Manna: An Accelerator for Memory-Augmented Neural Networks.

Jacob R. Stevens, Ashish Ranjan, Dipankar Das, Bharat Kaul, Anand Raghunathan

Proceedings of the 52nd Annual IEEE/ACM International Symposium on Microarchitecture, 2019

X-MANN: A Crossbar based Architecture for Memory Augmented Neural Networks.

Ashish Ranjan, Shubham Jain, Jacob R. Stevens, Dipankar Das, Bharat Kaul, Anand Raghunathan

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

2018

AxBA: an approximate bus architecture framework.

Jacob R. Stevens, Ashish Ranjan, Anand Raghunathan

Proceedings of the International Conference on Computer-Aided Design, 2018

ACCLIB: Accelerators as libraries.

Jacob R. Stevens, Yue Du, Vivek Kozhikkott, Anand Raghunathan

Proceedings of the 2018 Design, Automation & Test in Europe Conference & Exhibition, 2018

2017

Energy-Aware Memory Mapping for Hybrid FRAM-SRAM MCUs in Intermittently-Powered IoT Devices.

Hrishikesh Jayakumar, Arnab Raha, Jacob R. Stevens, Vijay Raghunathan

ACM Trans. Embed. Comput. Syst., 2017