Search Results for author: Limeng Cui

Found 12 papers, 3 papers with code

Re-examining Routing Networks for Multi-task Learning

no code implementations1 Jan 2021 Limeng Cui, Aaron Jaech

We re-examine Routing Networks, an approach to multi-task learning that uses reinforcement learning to decide parameter sharing with the goal of maximizing knowledge transfer between related tasks while avoiding task interference.

Multi-Task Learning reinforcement-learning

CoAID: COVID-19 Healthcare Misinformation Dataset

2 code implementations22 May 2020 Limeng Cui, Dongwon Lee

As the COVID-19 virus quickly spreads around the world, unfortunately, misinformation related to COVID-19 also gets created and spreads like wild fire.

Misinformation

CONAN: Complementary Pattern Augmentation for Rare Disease Detection

no code implementations26 Nov 2019 Limeng Cui, Siddharth Biswal, Lucas M. Glass, Greg Lever, Jimeng Sun, Cao Xiao

How to further leverage patients with possibly uncertain diagnosis to improve detection?

SEGEN: SAMPLE-ENSEMBLE GENETIC EVOLUTIONARY NETWORK MODEL

no code implementations ICLR 2019 Jiawei Zhang, Limeng Cui, Fisher B. Gouza

Deep learning, a rebranding of deep neural network research works, has achieved a remarkable success in recent years.

Ensemble Learning Representation Learning

Reconciled Polynomial Machine: A Unified Representation of Shallow and Deep Learning Models

no code implementations19 May 2018 Jiawei Zhang, Limeng Cui, Fisher B. Gouza

In this paper, we aim at introducing a new machine learning model, namely reconciled polynomial machine, which can provide a unified representation of existing shallow and deep machine learning models.

BIG-bench Machine Learning

On Deep Ensemble Learning from a Function Approximation Perspective

no code implementations19 May 2018 Jiawei Zhang, Limeng Cui, Fisher B. Gouza

In this paper, we propose to provide a general ensemble learning framework based on deep learning models.

Ensemble Learning

GEN Model: An Alternative Approach to Deep Neural Network Models

no code implementations19 May 2018 Jiawei Zhang, Limeng Cui, Fisher B. Gouza

In this paper, we introduce an alternative approach, namely GEN (Genetic Evolution Network) Model, to the deep learning models.

Representation Learning

SEGEN: Sample-Ensemble Genetic Evolutional Network Model

1 code implementation23 Mar 2018 Jiawei Zhang, Limeng Cui, Fisher B. Gouza

Deep learning, a rebranding of deep neural network research works, has achieved a remarkable success in recent years.

Ensemble Learning Representation Learning

BL-MNE: Emerging Heterogeneous Social Network Embedding through Broad Learning with Aligned Autoencoder

no code implementations26 Nov 2017 Jiawei Zhang, Congying Xia, Chenwei Zhang, Limeng Cui, Yanjie Fu, Philip S. Yu

The closeness among users in the networks are defined as the meta proximity scores, which will be fed into DIME to learn the embedding vectors of users in the emerging network.

Social and Information Networks Databases

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