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Noise-Augmented $\ell_0$ Regularization of Tensor Regression with Tucker Decomposition


Feb 19, 2023
Tian Yan, Yinan Li, Fang Liu

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Clover: Towards A Unified Video-Language Alignment and Fusion Model


Jul 16, 2022
Jingjia Huang, Yinan Li, Jiashi Feng, Xiaoshuai Sun, Rongrong Ji

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* In peer review 

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Adaptive Noisy Data Augmentation for Regularized Estimation and Inference in Generalized Linear Models


Apr 18, 2022
Yinan Li, Fang Liu

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* Accepted by IEEE-COMPSAC 2022 Computers, Software & Applications in an Uncertain World 

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Noise-Augmented Privacy-Preserving Empirical Risk Minimization with Dual-purpose Regularizer and Privacy Budget Retrieval and Recycling


Oct 16, 2021
Yinan Li, Fang Liu

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Improved Algorithms for Efficient Active Learning Halfspaces with Massart and Tsybakov noise


Feb 10, 2021
Chicheng Zhang, Yinan Li

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* 32 pages 

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Qd-tree: Learning Data Layouts for Big Data Analytics


Apr 22, 2020
Zongheng Yang, Badrish Chandramouli, Chi Wang, Johannes Gehrke, Yinan Li, Umar Farooq Minhas, Per-ร…ke Larson, Donald Kossmann, Rajeev Acharya

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* ACM SIGMOD 2020 

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Continuous Motion Planning with Temporal Logic Specifications using Deep Neural Networks


Apr 02, 2020
Chuanzheng Wang, Yinan Li, Stephen L. Smith, Jun Liu

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ALEX: An Updatable Adaptive Learned Index


May 21, 2019
Jialin Ding, Umar Farooq Minhas, Hantian Zhang, Yinan Li, Chi Wang, Badrish Chandramouli, Johannes Gehrke, Donald Kossmann, David Lomet

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Reactive Task and Motion Planning for Robust Whole-Body Dynamic Locomotion in Constrained Environments


Nov 11, 2018
Ye Zhao, Yinan Li, Luis Sentis, Ufuk Topcu, Jun Liu

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* 47 pages, 23 figures, 1 table 

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Panda: AdaPtive Noisy Data Augmentation for Regularization of Undirected Graphical Models


Oct 11, 2018
Yinan Li, Xiao Liu, Fang Liu

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