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03/30/2023
The Essential Algorithms for the Matrix Chain
For a given product of n matrices, the matrix chain multiplication probl...
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09/07/2022
A Test for FLOPs as a Discriminant for Linear Algebra Algorithms
Linear algebra expressions, which play a central role in countless scien...
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08/22/2022
MOM: Matrix Operations in MLIR
Modern research in code generators for dense linear algebra computations...
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07/05/2022
FLOPs as a Discriminant for Dense Linear Algebra Algorithms
Expressions that involve matrices and vectors, known as linear algebra e...
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02/20/2022
Benchmarking the Linear Algebra Awareness of TensorFlow and PyTorch
Linear algebra operations, which are ubiquitous in machine learning, for...
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12/07/2021
Accelerating jackknife resampling for the Canonical Polyadic Decomposition
The Canonical Polyadic (CP) tensor decomposition is frequently used as a...
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11/23/2021
ADTOF: A large dataset of non-synthetic music for automatic drum transcription
The state-of-the-art methods for drum transcription in the presence of m...
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03/25/2021
The landscape of software for tensor computations
Tensors (also commonly seen as multi-linear operators or as multi-dimens...
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02/25/2021
Performance Comparison for Scientific Computations on the Edge via Relative Performance
In a typical Internet-of-Things setting that involves scientific applica...
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10/23/2020
Work-stealing prefix scan: Addressing load imbalance in large-scale image registration
Parallelism patterns (e.g., map or reduce) have proven to be effective t...
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10/14/2020
Robust Ranking of Equivalent Algorithms via Relative Performance
In scientific computing, it is common that one target computation can be...
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10/09/2020
Concurrent Alternating Least Squares for multiple simultaneous Canonical Polyadic Decompositions
Tensor decompositions, such as CANDECOMP/PARAFAC (CP), are widely used i...
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07/16/2020
Automatic Detection of Cue Points for DJ Mixing
The automatic identification of cue points is a central task in applicat...
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01/13/2020
Rational spectral filters with optimal convergence rate
In recent years, contour-based eigensolvers have emerged as a standard a...
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12/30/2019
Linnea: Automatic Generation of Efficient Linear Algebra Programs
The translation of linear algebra computations into efficient sequences ...
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11/21/2019
The Linear Algebra Mapping Problem
We observe a disconnect between the developers and the end users of line...
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07/05/2019
Automatic Generation of Efficient Linear Algebra Programs
The level of abstraction at which application experts reason about linea...
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06/20/2019
Program Generation for Linear Algebra Using Multiple Layers of DSLs
Numerical software in computational science and engineering often relies...
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02/16/2019
A Timer-Augmented Cost Function for Load Balanced DSMC
Due to a hard dependency between time steps, large-scale simulations of ...
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10/16/2018
Optimizing AIREBO: Navigating the Journey from Complex Legacy Code to High Performance
Despite initiatives to improve the quality of scientific codes, there st...
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05/12/2018
Program Generation for Small-Scale Linear Algebra Applications
We present SLinGen, a program generation system for linear algebra. The ...
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05/12/2018
Extended pipeline for content-based feature engineering in music genre recognition
We present a feature engineering pipeline for the construction of musica...
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04/10/2018
The Generalized Matrix Chain Algorithm
In this paper, we present a generalized version of the matrix chain algo...
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11/25/2017
Assessment of sound spatialisation algorithms for sonic rendering with headsets
Given an input sound signal and a target virtual sound source, sound spa...
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10/16/2017
MatchPy: A Pattern Matching Library
Pattern matching is a powerful tool for symbolic computations, based on ...
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10/02/2017
The Tersoff many-body potential: Sustainable performance through vectorization
Molecular dynamics models materials by simulating each individual partic...
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09/29/2017
Efficient Pattern Matching in Python
Pattern matching is a powerful tool for symbolic computations. Applicati...
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05/18/2017
Spin Summations: A High-Performance Perspective
Besides tensor contractions, one of the most pronounced computational bo...
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04/14/2017
HPTT: A High-Performance Tensor Transposition C++ Library
Recently we presented TTC, a domain-specific compiler for tensor transpo...
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02/14/2017
LAMMPS' PPPM Long-Range Solver for the Second Generation Xeon Phi
Molecular Dynamics is an important tool for computational biologists, ch...
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10/24/2016
Large Scale Parallel Computations in R through Elemental
Even though in recent years the scale of statistical analysis problems h...
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07/11/2016
The Vectorization of the Tersoff Multi-Body Potential: An Exercise in Performance Portability
Molecular dynamics simulations, an indispensable research tool in comput...
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07/05/2016
TTC: A Tensor Transposition Compiler for Multiple Architectures
We consider the problem of transposing tensors of arbitrary dimension an...
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07/01/2016
Design of a high-performance GEMM-like Tensor-Tensor Multiplication
We present "GEMM-like Tensor-Tensor multiplication" (GETT), a novel appr...
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03/07/2016
TTC: A high-performance Compiler for Tensor Transpositions
We present TTC, an open-source parallel compiler for multidimensional te...
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02/22/2016