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Jacob R. Stevens
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2020 – today
- 2023
- [j2]Shrihari Sridharan
, Jacob R. Stevens, Kaushik Roy
X-Former: In-Memory Acceleration of Transformers. IEEE Trans. Very Large Scale Integr. Syst. 31(8): 1223-1233 (2023) - [i4]Shrihari Sridharan, Jacob R. Stevens, Kaushik Roy, Anand Raghunathan:
X-Former: In-Memory Acceleration of Transformers. CoRR abs/2303.07470 (2023) - 2022
- [c9]Amrit Nagarajan, Jacob R. Stevens, Anand Raghunathan:
Efficient ensembles of graph neural networks. DAC 2022: 187-192 - [c8]Amrit Nagarajan, Sanchari Sen, Jacob R. Stevens, Anand Raghunathan:
AxFormer: Accuracy-driven Approximation of Transformers for Faster, Smaller and more Accurate NLP Models. IJCNN 2022: 1-8 - 2021
- [c7]Jacob R. Stevens, Rangharajan Venkatesan, Steve Dai, Brucek Khailany, Anand Raghunathan:
Softermax: Hardware/Software Co-Design of an Efficient Softmax for Transformers. DAC 2021: 469-474 - [c6]Jacob R. Stevens, Dipankar Das, Sasikanth Avancha, Bharat Kaul, Anand Raghunathan:
GNNerator: A Hardware/Software Framework for Accelerating Graph Neural Networks. DAC 2021: 955-960 - [i3]Jacob R. Stevens, Rangharajan Venkatesan, Steve Dai, Brucek Khailany, Anand Raghunathan:
Softermax: Hardware/Software Co-Design of an Efficient Softmax for Transformers. CoRR abs/2103.09301 (2021) - [i2]Jacob R. Stevens, Dipankar Das, Sasikanth Avancha, Bharat Kaul, Anand Raghunathan:
GNNerator: A Hardware/Software Framework for Accelerating Graph Neural Networks. CoRR abs/2103.10836 (2021) - 2020
- [c5]David Brooks, Martin M. Frank, Tayfun Gokmen, Udit Gupta, Xiaobo Sharon Hu
Emerging Neural Workloads and Their Impact on Hardware. DATE 2020: 1462-1471 - [i1]Amrit Nagarajan, Sanchari Sen, Jacob R. Stevens, Anand Raghunathan:
Optimizing Transformers with Approximate Computing for Faster, Smaller and more Accurate NLP Models. CoRR abs/2010.03688 (2020)
2010 – 2019
- 2019
- [c4]Ashish Ranjan
X-MANN: A Crossbar based Architecture for Memory Augmented Neural Networks. DAC 2019: 130 - [c3]Jacob R. Stevens, Ashish Ranjan
Manna: An Accelerator for Memory-Augmented Neural Networks. MICRO 2019: 794-806 - 2018
- [c2]Jacob R. Stevens, Yue Du, Vivek Kozhikkott, Anand Raghunathan
ACCLIB: Accelerators as libraries. DATE 2018: 245-248 - [c1]Jacob R. Stevens, Ashish Ranjan
AxBA: an approximate bus architecture framework. ICCAD 2018: 43 - 2017
- [j1]Hrishikesh Jayakumar
Energy-Aware Memory Mapping for Hybrid FRAM-SRAM MCUs in Intermittently-Powered IoT Devices. ACM Trans. Embed. Comput. Syst. 16(3): 65:1-65:23 (2017)
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