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20112021
most citedTrading Regret for Efficiency: Online Convex Optimization with Long Term Constraints

163 citations · 1.6k across the 92 of their papers we have counts for

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Showing 2020Show all

8 papers · 1 filter

cs.CV2020

Vision-based Price Suggestion for Online Second-hand Items

Liang Han, Zhaozheng Yin, Zhurong Xia +3

Different from shopping in physical stores, where people have the opportunity to closely check a product (e.g., touching the surface of a T-shirt or smelling the scent of perfume)…

cs.AI2020

Price Suggestion for Online Second-hand Items with Texts and Images

Liang Han, Zhaozheng Yin, Zhurong Xia +2

This paper presents an intelligent price suggestion system for online second-hand listings based on their uploaded images and text descriptions. The goal of price prediction is to…

cs.LG2020★ 13 cited

WeMix: How to Better Utilize Data Augmentation

Yi Xu, Asaf Noy, Ming Lin +3

Data augmentation is a widely used training trick in deep learning to improve the network generalization ability. Despite many encouraging results, several recent studies did point…

eess.IV2020★ 35 cited

Learning Accurate Entropy Model with Global Reference for Image Compression

Yichen Qian, Zhiyu Tan, Xiuyu Sun +5

In recent deep image compression neural networks, the entropy model plays a critical role in estimating the prior distribution of deep image encodings. Existing methods combine hyp…

cs.CV2020★ 11 cited

Neural Architecture Design for GPU-Efficient Networks

Ming Lin, Hesen Chen, Xiuyu Sun +3

Many mission-critical systems are based on GPU for inference. It requires not only high recognition accuracy but also low latency in responding time. Although many studies are devo…

cs.LG2020★ 28 cited

Towards Understanding Label Smoothing

Yi Xu, Yuanhong Xu, Qi Qian +2

Label smoothing regularization (LSR) has a great success in training deep neural networks by stochastic algorithms such as stochastic gradient descent and its variants. However, th…