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12/24/2021
Doppler velocity-based algorithm for Clustering and Velocity Estimation of moving objects
We propose a Doppler velocity-based cluster and velocity estimation algo...
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06/23/2021
Extreme Multi-label Learning for Semantic Matching in Product Search
We consider the problem of semantic matching in product search: given a ...
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06/13/2021
BoolNet: Minimizing The Energy Consumption of Binary Neural Networks
Recent works on Binary Neural Networks (BNNs) have made promising progre...
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06/04/2021
Accelerating Inference for Sparse Extreme Multi-Label Ranking Trees
Tree-based models underpin many modern semantic search engines and recom...
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10/12/2020
PECOS: Prediction for Enormous and Correlated Output Spaces
Many challenging problems in modern applications amount to finding relev...
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06/04/2020
Towards Lower Bit Multiplication for Convolutional Neural Network Training
Convolutional Neural Networks (CNNs) have been widely used in many field...
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03/26/2020
Enabling Efficient and Flexible FPGA Virtualization for Deep Learning in the Cloud
FPGAs have shown great potential in providing low-latency and energy-eff...
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05/07/2019
A Modular Deep Learning Approach for Extreme Multi-label Text Classification
Extreme multi-label classification (XMC) aims to assign to an instance t...
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06/02/2018
Binary Classification with Karmic, Threshold-Quasi-Concave Metrics
Complex performance measures, beyond the popular measure of accuracy, ar...
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05/26/2018
Nonlinear Inductive Matrix Completion based on One-layer Neural Networks
The goal of a recommendation system is to predict the interest of a user...
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11/08/2017
Learning Non-overlapping Convolutional Neural Networks with Multiple Kernels
In this paper, we consider parameter recovery for non-overlapping convol...
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06/10/2017
Recovery Guarantees for One-hidden-layer Neural Networks
In this paper, we consider regression problems with one-hidden-layer neu...
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10/23/2016
Online Classification with Complex Metrics
We present a framework and analysis of consistent binary classification ...
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09/04/2015
Coordinate Descent Methods for Symmetric Nonnegative Matrix Factorization
Given a symmetric nonnegative matrix A, symmetric nonnegative matrix fac...
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06/27/2014
