Qi Qi

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MIT ∙ The University of Iowa

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The Multiplicative Version of Azuma's Inequality, with an Application to Contention Analysis

Azuma's inequality is a tool for proving concentration bounds on random ...
02/09/2021 ∙ by William Kuszmaul, et al. ∙ 0 ∙ share

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Traffic4cast 2020 – Graph Ensemble Net and the Importance of Feature And Loss Function Design for Traffic Prediction

This paper details our solution to Traffic4cast 2020. Similar to Traffic...
12/03/2020 ∙ by Qi Qi, et al. ∙ 0 ∙ share

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Robust Unsupervised Video Anomaly Detection by Multi-Path Frame Prediction

Video anomaly detection is commonly used in many applications such as se...
11/05/2020 ∙ by Xuanzhao Wang, et al. ∙ 2 ∙ share

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A Game-Theoretic Analysis of the Empirical Revenue Maximization Algorithm with Endogenous Sampling

The Empirical Revenue Maximization (ERM) is one of the most important pr...
10/12/2020 ∙ by Xiaotie Deng, et al. ∙ 0 ∙ share

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Variance-Reduced Off-Policy Memory-Efficient Policy Search

Off-policy policy optimization is a challenging problem in reinforcement...
09/14/2020 ∙ by Daoming Lyu, et al. ∙ 0 ∙ share

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AWR: Adaptive Weighting Regression for 3D Hand Pose Estimation

In this paper, we propose an adaptive weighting regression (AWR) method ...
07/19/2020 ∙ by Weiting Huang, et al. ∙ 0 ∙ share

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Optimally Integrating Ad Auction into E-Commerce Platforms

Advertising becomes one of the most popular ways of monetizing an online...
07/18/2020 ∙ by Weian Li, et al. ∙ 0 ∙ share

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Markets for Efficient Public Good Allocation with Social Distancing

Public goods are often either over-consumed in the absence of regulatory...
05/21/2020 ∙ by Devansh Jalota, et al. ∙ 0 ∙ share

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Computations and Complexities of Tarski's Fixed Points and Supermodular Games

We consider two models of computation for Tarski's order preserving func...
05/20/2020 ∙ by Chuangyin Dang, et al. ∙ 0 ∙ share

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a simple and effective framework for pairwise deep metric learning

Deep metric learning (DML) has received much attention in deep learning ...
12/24/2019 ∙ by Qi Qi, et al. ∙ 29 ∙ share

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OICSR: Out-In-Channel Sparsity Regularization for Compact Deep Neural Networks

Channel pruning can significantly accelerate and compress deep neural ne...
05/28/2019 ∙ by Jiashi Li, et al. ∙ 0 ∙ share

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Vehicular Edge Computing via Deep Reinforcement Learning

The smart vehicles construct Vehicle of Internet which can execute vario...
12/27/2018 ∙ by Qi Qi, et al. ∙ 0 ∙ share

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Stochastic Optimization for DC Functions and Non-smooth Non-convex Regularizers with Non-asymptotic Convergence

Difference of convex (DC) functions cover a broad family of non-convex a...
11/28/2018 ∙ by Yi Xu, et al. ∙ 8 ∙ share

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A Deep Tree-Structured Fusion Model for Single Image Deraining

We propose a simple yet effective deep tree-structured fusion model base...
11/21/2018 ∙ by Xueyang Fu, et al. ∙ 14 ∙ share

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Tight Approximation Ratio of Anonymous Pricing

We consider two canonical Bayesian mechanism design settings. In the sin...
11/02/2018 ∙ by Yaonan Jin, et al. ∙ 0 ∙ share

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