Space efficient sequence alignment for sram-based computing: X-drop on the graphcore IPU
Dedicated accelerator hardware has become essential for processing AI-based workloads,
leading to the rise of novel accelerator architectures. Furthermore, fundamental differences …
leading to the rise of novel accelerator architectures. Furthermore, fundamental differences …
CRPIM: An efficient compute-reuse scheme for ReRAM-based Processing-in-Memory DNN accelerators
S Hong, YC Chung - Journal of Systems Architecture, 2024 - Elsevier
Resistive random access memory (ReRAM) is a promising technology for AI Processing-in-
Memory (PIM) hardware because of its compatibility with CMOS, small footprint, and ability …
Memory (PIM) hardware because of its compatibility with CMOS, small footprint, and ability …
TALCO: Tiling Genome Sequence Alignment Using Convergence of Traceback Pointers
S Walia, C Ye, A Bera, D Lodhavia… - … Symposium on High …, 2024 - ieeexplore.ieee.org
Pairwise sequence alignment is one of the most fundamental and computationally intensive
steps in genome analysis. With the improving costs and throughput of third-generation …
steps in genome analysis. With the improving costs and throughput of third-generation …
DRAM-Based Acceleration of Open Modification Search in Hyperdimensional Space
Mass spectrometry, commonly used for protein identification, generates a massive number
of spectra that need to be matched against a large database. In reality, most of them remain …
of spectra that need to be matched against a large database. In reality, most of them remain …
GenoMiX: Accelerated Simultaneous Analysis of Human Genomics, Microbiome Metagenomics, and Viral Sequences
T Zhang, A González, N Moshiri… - … Circuits and Systems …, 2023 - ieeexplore.ieee.org
Personalized medicine tailors treatments based on the individual characteristics of each
patient. Recent work targets comprehensive analysis of patient samples that contain human …
patient. Recent work targets comprehensive analysis of patient samples that contain human …
Employing Recursive Neural Networks in Voice Question-Answering Systems: A Novel Approach for Sequence Processing
L Ning, Z Yue - 2023 IEEE International Conference on Image …, 2023 - ieeexplore.ieee.org
In this study, we propose and validate a novel Recurrent Neural Network (RNN) model
designed for handling sequential data in voice question-answering systems. In our system …
designed for handling sequential data in voice question-answering systems. In our system …
Repurposing Domain-specific Hardware Accelerators for Sparse and Irregular High-Performance General-Purpose Computation
LB Burchard - 2023 - duo.uio.no
This research delves into the potential of Graphcore's IPU AI-optimized architecture in the
realm of High-Performance Computing (HPC). Focusing on solving complex challenges like …
realm of High-Performance Computing (HPC). Focusing on solving complex challenges like …