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GraphScope Flex: LEGO-like Graph Computing Stack

1 code implementation19 Dec 2023

Furthermore, GraphScope Flex accomplishes up to a 2, 400X performance gain in real-world applications, demonstrating its proficiency across a wide range of graph computing scenarios with increased effectiveness.

Distributed, Parallel, and Cluster Computing Databases

Differentiable Expected Hypervolume Improvement for Parallel Multi-Objective Bayesian Optimization

1 code implementation NeurIPS 2020

In many real-world scenarios, decision makers seek to efficiently optimize multiple competing objectives in a sample-efficient fashion.

Bayesian Optimization Second-order methods

HiFrames: High Performance Data Frames in a Scripting Language

3 code implementations7 Apr 2017

Data frames in scripting languages are essential abstractions for processing structured data.

Distributed, Parallel, and Cluster Computing

DeepMAD: Mathematical Architecture Design for Deep Convolutional Neural Network

1 code implementation CVPR 2023

To this end, a novel framework termed Mathematical Architecture Design for Deep CNN (DeepMAD) is proposed to design high-performance CNN models in a principled way.

Image Classification Neural Architecture Search

Manipulator Differential Kinematics: Part 2: Acceleration and Advanced Applications

1 code implementation5 Jul 2022

This is the second and final article on the tutorial on manipulator differential kinematics.

Robotics

Certifiably Globally Optimal Extrinsic Calibration from Per-Sensor Egomotion

1 code implementation10 Sep 2018

We present a certifiably globally optimal algorithm for determining the extrinsic calibration between two sensors that are capable of producing independent egomotion estimates.

Robotics

P6: A Declarative Language for Integrating Machine Learning in Visual Analytics

1 code implementation3 Sep 2020

We present P6, a declarative language for building high performance visual analytics systems through its support for specifying and integrating machine learning and interactive visualization methods.

BIG-bench Machine Learning

Exact and Approximation Algorithms for Sparse PCA

1 code implementation28 Aug 2020

Sparse PCA (SPCA) is a fundamental model in machine learning and data analytics, which has witnessed a variety of application areas such as finance, manufacturing, biology, healthcare.

Dimensionality Reduction feature selection

The application of adaptive minimum match k-nearest neighbors to identify at-risk students in health professions education

1 code implementation5 Aug 2021

AMMKNN generates a predicted PANCE score for each student, one year before they are scheduled to take the exam.

Numerical Analysis of the Causal Action Principle in Low Dimensions

1 code implementation17 Jan 2022

Discrete Dirac spheres are introduced as candidates for minimizers for large $m$ in the cases $n=1, f=2$ and $n=2, f=4$.

Mathematical Physics Numerical Analysis Mathematical Physics Numerical Analysis