Xuan Liu | DeepAI

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Featured Co-authors

Hua Wu
98 publications
Yong Yu
97 publications
Haifeng Wang
92 publications
Jie Fu
75 publications
Yuan Liu
65 publications
Jin Zhang
53 publications
Kai Liu
51 publications
Risheng Liu
48 publications
Stan Matwin
40 publications
Xin Fan
40 publications
Yixuan Zhang
27 publications

∙ 02/11/2023

Hierarchical Optimization-Derived Learning

In recent years, by utilizing optimization techniques to formulate the p...

0 Risheng Liu, et al. ∙

∙ 07/11/2022

Reinforcement Learning of a CPG-regulated Locomotion Controller for a Soft Snake Robot

In this work, we present a learning-based goal-tracking control method f...

0 Xuan Liu, et al. ∙

∙ 06/16/2022

Optimization-Derived Learning with Essential Convergence Analysis of Training and Hyper-training

Recently, Optimization-Derived Learning (ODL) has attracted attention fr...

0 Risheng Liu, et al. ∙

∙ 05/20/2022

Revisiting GANs by Best-Response Constraint: Perspective, Methodology, and Application

In past years, the minimax type single-level optimization formulation an...

0 Risheng Liu, et al. ∙

∙ 05/20/2022

Towards Extremely Fast Bilevel Optimization with Self-governed Convergence Guarantees

Gradient methods have become mainstream techniques for Bi-Level Optimiza...

0 Risheng Liu, et al. ∙

∙ 10/11/2021

Value-Function-based Sequential Minimization for Bi-level Optimization

Gradient-based Bi-Level Optimization (BLO) methods have been widely appl...

0 Risheng Liu, et al. ∙

∙ 10/04/2021

Learning to shortcut and shortlist order fulfillment deciding

With the increase of order fulfillment options and business objectives t...

0 Brian Quanz, et al. ∙

∙ 06/15/2021

A Value-Function-based Interior-point Method for Non-convex Bi-level Optimization

Bi-level optimization model is able to capture a wide range of complex l...

0 Risheng Liu, et al. ∙

∙ 06/03/2021

Adaptive Epidemic Forecasting and Community Risk Evaluation of COVID-19

Pandemic control measures like lock-down, restrictions on restaurants an...

0 Vishrawas Gopalakrishnan, et al. ∙

∙ 05/24/2021

Cross-lingual Text Classification with Heterogeneous Graph Neural Network

Cross-lingual text classification aims at training a classifier on the s...

0 ZiYun Wang, et al. ∙

∙ 05/10/2021

Learning Contact-aware CPG-based Locomotion in a Soft Snake Robot

In this paper, we present a model-free learning-based control scheme for...

0 Xuan Liu, et al. ∙

∙ 02/01/2021

Blockchain for Decentralized Multi-Drone to Combat COVID-19

Currently, drones represent a promising technology for combating Coronav...

0 S. H. Alsamhi, et al. ∙

∙ 08/20/2020

Defending Against Adversarial Attacks in Transmission- and Distribution-level PMU Data

Phasor measurement units (PMUs) provide high-fidelity data that improve ...

0 Jun Jiang, et al. ∙

∙ 05/04/2020

The Multi-Symplectic Lanczos Algorithm and Its Applications to Color Image Processing

Low-rank approximations of original samples are playing more and more an...

0 Zhigang Jia, et al. ∙

∙ 01/13/2020

Learning to Locomote with Deep Neural-Network and CPG-based Control in a Soft Snake Robot

In this paper, we present a new locomotion control method for soft robot...

0 Xuan Liu, et al. ∙

∙ 04/05/2019

A Validated Physical Model For Real-Time Simulation of Soft Robotic Snakes

In this work we present a framework that is capable of accurately repres...

0 Renato Gasoto, et al. ∙

∙ 12/28/2018

Improving the Interpretability of Deep Neural Networks with Knowledge Distillation

Deep Neural Networks have achieved huge success at a wide spectrum of ap...

0 Xuan Liu, et al. ∙

∙ 10/05/2018

Compositional planning in Markov decision processes: Temporal abstraction meets generalized logic composition

In hierarchical planning for Markov decision processes (MDPs), temporal ...

0 Xuan Liu, et al. ∙

∙ 02/02/2018

Interpretable Deep Convolutional Neural Networks via Meta-learning

Model interpretability is a requirement in many applications in which cr...

0 Xuan Liu, et al. ∙

∙ 11/14/2017

DuReader: a Chinese Machine Reading Comprehension Dataset from Real-world Applications

In this paper, we introduce DuReader, a new large-scale, open-domain Chi...

0 Wei He, et al. ∙

∙ 10/16/2015

A Graph Traversal Based Approach to Answer Non-Aggregation Questions Over DBpedia

We present a question answering system over DBpedia, filling the gap bet...

0 Chenhao Zhu, et al. ∙