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07/26/2023
Understanding Deep Neural Networks via Linear Separability of Hidden Layers
In this paper, we measure the linear separability of hidden layer output...
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05/17/2023
Optimal Weighted Random Forests
The random forest (RF) algorithm has become a very popular prediction me...
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05/08/2023
A Multi-Modal Context Reasoning Approach for Conditional Inference on Joint Textual and Visual Clues
Conditional inference on joint textual and visual clues is a multi-modal...
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05/05/2023
LMEye: An Interactive Perception Network for Large Language Models
Training a Large Visual Language Model (LVLM) from scratch, like GPT-4, ...
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04/14/2023
LightRW: FPGA Accelerated Graph Dynamic Random Walks
Graph dynamic random walks (GDRWs) have recently emerged as a powerful p...
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02/13/2023
Improving Quantal Cognitive Hierarchy Model Through Iterative Population Learning
In domains where agents interact strategically, game theory is applied w...
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12/03/2022
Laplacian Convolutional Representation for Traffic Time Series Imputation
Spatiotemporal traffic data imputation is of great significance in intel...
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11/28/2022
Discovering Dynamic Patterns from Spatiotemporal Data with Time-Varying Low-Rank Autoregression
The problem of broad practical interest in spatiotemporal data analysis,...
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11/21/2022
TCBERT: A Technical Report for Chinese Topic Classification BERT
Bidirectional Encoder Representations from Transformers or BERT <cit.> h...
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08/01/2022
HBMax: Optimizing Memory Efficiency for Parallel Influence Maximization on Multicore Architectures
Influence maximization aims to select k most-influential vertices or see...
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05/17/2022
POViT: Vision Transformer for Multi-objective Design and Characterization of Nanophotonic Devices
We solve a fundamental challenge in semiconductor IC design: the fast an...
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03/20/2022
Nonstationary Temporal Matrix Factorization for Multivariate Time Series Forecasting
Modern time series datasets are often high-dimensional, incomplete/spars...
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03/05/2022
ReGraph: Scaling Graph Processing on HBM-enabled FPGAs with Heterogeneous Pipelines
The use of FPGAs for efficient graph processing has attracted significan...
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02/01/2022
A Semi-Supervised Deep Clustering Pipeline for Mining Intentions From Texts
Mining the latent intentions from large volumes of natural language inpu...
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02/01/2022
A Flexible Clustering Pipeline for Mining Text Intentions
Mining the latent intentions from large volumes of natural language inpu...
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05/20/2021
ThundeRiNG: Generating Multiple Independent Random Number Sequences on FPGAs
In this paper, we propose ThundeRiNG, a resource-efficient and high-thro...
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05/10/2021
Skew-Oblivious Data Routing for Data-Intensive Applications on FPGAs with HLS
FPGAs have become emerging computing infrastructures for accelerating ap...
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04/30/2021
Low-Rank Autoregressive Tensor Completion for Spatiotemporal Traffic Data Imputation
Spatiotemporal traffic time series (e.g., traffic volume/speed) collecte...
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08/07/2020
Scalable Low-Rank Autoregressive Tensor Learning for Spatiotemporal Traffic Data Imputation
Missing value problem in spatiotemporal traffic data has long been a cha...
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06/18/2020
Low-Rank Autoregressive Tensor Completion for Multivariate Time Series Forecasting
Time series prediction has been a long-standing research topic and an es...
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04/05/2020
Routine pattern discovery and anomaly detection in individual travel behavior
Discovering patterns and detecting anomalies in individual travel behavi...
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03/23/2020
A Nonconvex Low-Rank Tensor Completion Model for Spatiotemporal Traffic Data Imputation
Sparsity and missing data problems are very common in spatiotemporal tra...
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10/14/2019
Bayesian Temporal Factorization for Multidimensional Time Series Prediction
Large-scale and multidimensional spatiotemporal data sets are becoming u...
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07/04/2019
Design and Evaluation of Torque Compensation Controllers for a Lower Extremity Exoskeleton
In this paper, we present an integrated human-in-the-loop simulation par...
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02/26/2019
A Survey on Graph Processing Accelerators: Challenges and Opportunities
Graph is a well known data structure to represent the associated relatio...
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06/16/2018