Wojciech Romaszkan

Publication Activity (10 Years)

Years Active: 2020-2023
Publications (10 Years): 7

Top Topics

Hardware Architectures

Jump Diffusion Process

Top Venues

IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.

ACM Trans. Embed. Comput. Syst.

Publications

Ravit Sharma, Wojciech Romaszkan, Feiqian Zhu, Puneet Gupta, Ankur Mehta
Cost-Driven Hardware-Software Co-Optimization of Machine Learning Pipelines. CoRR (2023)
Tianmu Li, Wojciech Romaszkan, Sudhakar Pamarti, Puneet Gupta
REX-SC: Range-Extended Stochastic Computing Accumulation for Neural Network Acceleration. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 42 (12) (2023)
Wojciech Romaszkan, Tianmu Li, Puneet Gupta
SASCHA - Sparsity-Aware Stochastic Computing Hardware Architecture for Neural Network Acceleration. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 41 (11) (2022)
Tianmu Li, Wojciech Romaszkan, Sudhakar Pamarti, Puneet Gupta
GEO: Generation and Execution Optimized Stochastic Computing Accelerator for Neural Networks. DATE (2021)
Shurui Li, Wojciech Romaszkan, Alexander Graening, Puneet Gupta
SWIS - Shared Weight bIt Sparsity for Efficient Neural Network Acceleration. CoRR (2021)
Wojciech Romaszkan, Tianmu Li, Puneet Gupta
3PXNet: Pruned-Permuted-Packed XNOR Networks for Edge Machine Learning. ACM Trans. Embed. Comput. Syst. 19 (1) (2020)
Wojciech Romaszkan, Tianmu Li, Tristan Melton, Sudhakar Pamarti, Puneet Gupta
ACOUSTIC: Accelerating Convolutional Neural Networks through Or-Unipolar Skipped Stochastic Computing. DATE (2020)