Han Cai | DeepAI

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Jun Wang
360 publications
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146 publications
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115 publications
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102 publications
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83 publications
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76 publications
Ruiming Tang
64 publications
Xiaohu Tang
41 publications
Moshe Schwartz
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Ji Lin
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Zhijian Liu
27 publications

∙ 05/29/2022

EfficientViT: Enhanced Linear Attention for High-Resolution Low-Computation Visual Recognition

Vision Transformer (ViT) has achieved remarkable performance in many vis...

0 Han Cai, et al. ∙

∙ 05/03/2022

Lite Pose: Efficient Architecture Design for 2D Human Pose Estimation

Pose estimation plays a critical role in human-centered vision applicati...

0 Yihan Wang, et al. ∙

∙ 04/25/2022

Enable Deep Learning on Mobile Devices: Methods, Systems, and Applications

Deep neural networks (DNNs) have achieved unprecedented success in the f...

0 Han Cai, et al. ∙

∙ 01/17/2022

A Class of Minimum Storage Cooperative Regenerating Codes with Low Access Property

In this paper, a new repair scheme for a modified construction of MDS co...

0 Xing Lin, et al. ∙

∙ 01/17/2022

A New Cooperative Repair Scheme with k + 1 Helper Nodes for (n, k) Hadamard MSR codes with Small Sub-packetization

Cooperative repair model is an available technology to deal with multipl...

0 Yajuan Liu, et al. ∙

∙ 01/02/2022

A Bound on the Minimal Field Size of LRCs, and Cyclic MR Codes That Attain It

We prove a new lower bound on the field size of locally repairable codes...

0 Han Cai, et al. ∙

∙ 10/28/2021

MCUNetV2: Memory-Efficient Patch-based Inference for Tiny Deep Learning

Tiny deep learning on microcontroller units (MCUs) is challenging due to...

19 Ji Lin, et al. ∙

∙ 10/17/2021

Network Augmentation for Tiny Deep Learning

We introduce Network Augmentation (NetAug), a new training method for im...

0 Han Cai, et al. ∙

∙ 11/27/2020

A Construction of Maximally Recoverable Codes with Order-Optimal Field Size

We construct maximally recoverable codes (corresponding to partial MDS c...

0 Han Cai, et al. ∙

∙ 11/10/2020

Optimal Locally Repairable Codes: An Improved Bound and Constructions

We study the Singleton-type bound that provides an upper limit on the mi...

0 Han Cai, et al. ∙

∙ 07/22/2020

Tiny Transfer Learning: Towards Memory-Efficient On-Device Learning

We present Tiny-Transfer-Learning (TinyTL), an efficient on-device learn...

21 Han Cai, et al. ∙

∙ 06/15/2020

APQ: Joint Search for Network Architecture, Pruning and Quantization Policy

We present APQ for efficient deep learning inference on resource-constra...

0 Tianzhe Wang, et al. ∙

∙ 05/28/2020

HAT: Hardware-Aware Transformers for Efficient Natural Language Processing

Transformers are ubiquitous in Natural Language Processing (NLP) tasks, ...

24 Hanrui Wang, et al. ∙

∙ 01/09/2020

On Optimal Locally Repairable Codes and Generalized Sector-Disk Codes

Optimal locally repairable codes with information locality are considere...

0 Han Cai, et al. ∙

∙ 08/26/2019

Once for All: Train One Network and Specialize it for Efficient Deployment

Efficient deployment of deep learning models requires specialized neural...

0 Han Cai, et al. ∙

∙ 04/24/2019

Design Automation for Efficient Deep Learning Computing

Efficient deep learning computing requires algorithm and hardware co-des...

0 Song Han, et al. ∙

∙ 01/04/2019

Network Coding Solutions for the Combination Network and its Subgraphs

The combination network is one of the simplest and insightful networks i...

0 Han Cai, et al. ∙

∙ 12/31/2018

On Optimal Locally Repairable Codes with Super-Linear Length

Locally repairable codes which are optimal with respect to the bound pre...

0 Han Cai, et al. ∙

∙ 12/02/2018

ProxylessNAS: Direct Neural Architecture Search on Target Task and Hardware

Neural architecture search (NAS) has a great impact by automatically des...

0 Han Cai, et al. ∙

∙ 11/14/2018

Large-scale Interactive Recommendation with Tree-structured Policy Gradient

Reinforcement learning (RL) has recently been introduced to interactive ...

0 Haokun Chen, et al. ∙

∙ 11/14/2018

Layout Design for Intelligent Warehouse by Evolution with Fitness Approximation

With the rapid growth of the express industry, intelligent warehouses th...

6 Haifeng Zhang, et al. ∙

∙ 06/07/2018

Path-Level Network Transformation for Efficient Architecture Search

We introduce a new function-preserving transformation for efficient neur...

2 Han Cai, et al. ∙

∙ 12/02/2017

MAgent: A Many-Agent Reinforcement Learning Platform for Artificial Collective Intelligence

We introduce MAgent, a platform to support research and development of m...

0 Lianmin Zheng, et al. ∙

∙ 09/24/2017

Long Text Generation via Adversarial Training with Leaked Information

Automatically generating coherent and semantically meaningful text has m...

0 Jiaxian Guo, et al. ∙

∙ 07/16/2017

Efficient Architecture Search by Network Transformation

Techniques for automatically designing deep neural network architectures...

0 Han Cai, et al. ∙

∙ 03/06/2017

Activation Maximization Generative Adversarial Nets

Class label information has been empirically proven to be very useful in...

0 Zhiming Zhou, et al. ∙

∙ 01/10/2017

Real-Time Bidding by Reinforcement Learning in Display Advertising

The majority of online display ads are served through real-time bidding ...

0 Han Cai, et al. ∙

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