Search Results for author: Yang Shi

Found 30 papers, 7 papers with code

Innovation-triggered Learning for Data-driven Predictive Control: Deterministic and Stochastic Formulations

no code implementations29 Jan 2024 Kaikai Zheng, Dawei Shi, Sandra Hirche, Yang Shi

Two kinds of data selection mechanisms are proposed by online evaluating the innovation contained in the sampled data, wherein the innovation is quantified by its effect of shrinking the set of potential system dynamics that are compatible with the sampled data.

Students' Perceptions and Preferences of Generative Artificial Intelligence Feedback for Programming

no code implementations17 Dec 2023 Zhengdong Zhang, Zihan Dong, Yang Shi, Noboru Matsuda, Thomas Price, Dongkuan Xu

This study demonstrated that ChatGPT could generate Java programming assignment feedback that students perceived as formative.

Specificity

Resilient and constrained consensus against adversarial attacks: A distributed MPC framework

no code implementations10 Nov 2023 Henglai Wei, Kunwu Zhang, HUI ZHANG, Yang Shi

In this work, we propose a distributed resilient consensus framework, consisting of a pre-designed consensus protocol and distributed model predictive control (DMPC) optimization, which can help significantly reduce the requirement on the network robustness and effectively handle the general linear constrained MAS under adversarial attacks.

Adversarial Attack Detection Model Predictive Control

Replay Attack Detection Based on Parity Space Method for Cyber-Physical Systems

no code implementations3 Jun 2023 Dong Zhao, Yang Shi, Steven X. Ding, Yueyang Li, Fangzhou Fu

The replay attack detection problem is studied from a new perspective based on parity space method in this paper.

Bring Clipart to Life

1 code implementation ICCV 2023 Nanxuan Zhao, Shengqi Dang, Hexun Lin, Yang Shi, Nan Cao

The development of face editing has been boosted since the birth of StyleGAN.

Federated Multi-Agent Deep Reinforcement Learning Approach via Physics-Informed Reward for Multi-Microgrid Energy Management

no code implementations29 Dec 2022 Yuanzheng Li, Shangyang He, Yang Li, Yang Shi, Zhigang Zeng

Then, these local models are periodically uploaded to a server and their parameters are aggregated to build a global agent, which will be broadcasted to MGs and replace their local agents.

energy management Federated Learning +4

Meta-Shop: Improving Item Advertisement For Small Businesses

no code implementations2 Dec 2022 Yang Shi, Guannan Liang, Young-joo Chung

Training samples in RS can be highly biased toward popular businesses with sufficient sales and can decrease advertising performance for small businesses.

Meta-Learning Recommendation Systems

A Robust Distributed Model Predictive Control Framework for Consensus of Multi-Agent Systems with Input Constraints and Varying Delays

no code implementations19 Sep 2022 Henglai Wei, Changxin Liu, Yang Shi

This paper studies the consensus problem of general linear discrete-time multi-agent systems (MAS) with input constraints and bounded time-varying communication delays.

Model Predictive Control

Code-DKT: A Code-based Knowledge Tracing Model for Programming Tasks

1 code implementation7 Jun 2022 Yang Shi, Min Chi, Tiffany Barnes, Thomas Price

Knowledge tracing (KT) models are a popular approach for predicting students' future performance at practice problems using their prior attempts.

Knowledge Tracing

Learning Similarity Preserving Binary Codes for Recommender Systems

no code implementations18 Apr 2022 Yang Shi, Young-joo Chung

We conducted experiments on MovieLens1M, Amazon product review, Ichiba purchase dataset and confirmed CCSR outperformed the existing matrix factorization-based methods.

Binarization Cross-Modal Retrieval +2

Efficient Cross-Modal Retrieval via Deep Binary Hashing and Quantization

1 code implementation15 Feb 2022 Yang Shi, Young-joo Chung

We simultaneously learn binary hash codes and quantization codes to preserve semantic information in multiple modalities by an end-to-end deep learning architecture.

Cross-Modal Retrieval Deep Hashing +1

Achieving Model Fairness in Vertical Federated Learning

1 code implementation17 Sep 2021 Changxin Liu, Zhenan Fan, Zirui Zhou, Yang Shi, Jian Pei, Lingyang Chu, Yong Zhang

To solve it in a federated and privacy-preserving manner, we consider the equivalent dual form of the problem and develop an asynchronous gradient coordinate-descent ascent algorithm, where some active data parties perform multiple parallelized local updates per communication round to effectively reduce the number of communication rounds.

BIG-bench Machine Learning Fairness +2

Composite Adaptive Control for Anti-Unwinding Attitude Maneuvers: An Exponential Stability Result Without Persistent Excitation

no code implementations23 Aug 2021 Xiaodong Shao, Qinglei Hu, Daochun Li, Yang Shi, Bowen Yi

This paper provides an exponential stability result for the adaptive anti-unwinding attitude tracking control problem of a rigid body with uncertain but constant inertia parameters, without requiring the satisfaction of persistent excitation (PE) condition.

Self-triggered min-max DMPC for asynchronous multi-agent systems with communication delays

no code implementations9 Jun 2021 Henglai Wei, Kunwu Zhang, Yang Shi

At triggering instants, each agent solves a local min-max optimization problem based on local system states and predicted system states of neighbors, determines its next triggering instant and broadcasts its predicted state trajectory to its neighbors.

Model Predictive Control

A Survey on Federated Learning and its Applications for Accelerating Industrial Internet of Things

no code implementations21 Apr 2021 Jiehan Zhou, Shouhua Zhang, Qinghua Lu, Wenbin Dai, Min Chen, Xin Liu, Susanna Pirttikangas, Yang Shi, Weishan Zhang, Enrique Herrera-Viedma

Federated learning (FL) brings collaborative intelligence into industries without centralized training data to accelerate the process of Industry 4. 0 on the edge computing level.

Edge-computing Federated Learning +1

Chinese Lexical Simplification

1 code implementation14 Oct 2020 Jipeng Qiang, Xinyu Lu, Yun Li, Yunhao Yuan, Yang Shi, Xindong Wu

Lexical simplification has attracted much attention in many languages, which is the process of replacing complex words in a given sentence with simpler alternatives of equivalent meaning.

Language Modelling Lexical Simplification +1

Task-Oriented Optimal Sequencing of Visualization Charts

1 code implementation7 Aug 2019 Danqing Shi, Yang Shi, Xinyue Xu, Nan Chen, Siwei Fu, Hongjin Wu, Nan Cao

A chart sequence is used to describe a series of visualization charts generated in the exploratory analysis by data analysts.

Anomaly Detection

EcoLens: Visual Analysis of Urban Region Dynamics Using Traffic Data

no code implementations29 Jul 2019 Zhuochen Jin, Nan Cao, Yang Shi, Hanghang Tong, Yingcai Wu

A suite of visualizations is designed to illustrate the dynamics of city segmentation and the corresponding interactions are added to support the exploration of the segmentation patterns over time.

Management Segmentation

Visual Analytics of Anomalous User Behaviors: A Survey

no code implementations14 May 2019 Yang Shi, Yuyin Liu, Hanghang Tong, Jingrui He, Gang Yan, Nan Cao

The increasing accessibility of data provides substantial opportunities for understanding user behaviors.

Anomaly Detection

Deep neural network based i-vector mapping for speaker verification using short utterances

no code implementations16 Oct 2018 Jinxi Guo, Ning Xu, Kailun Qian, Yang Shi, Kaiyuan Xu, Ying-Nian Wu, Abeer Alwan

Experimental results using the NIST SRE 2010 dataset show that both methods provide significant improvement and result in a max of 28. 43% relative improvement in Equal Error Rates from a baseline system, when using deep encoder with residual blocks and adding an additional phoneme vector.

Speaker Recognition Speaker Verification +1

Question Type Guided Attention in Visual Question Answering

no code implementations ECCV 2018 Yang Shi, Tommaso Furlanello, Sheng Zha, Animashree Anandkumar

Visual Question Answering (VQA) requires integration of feature maps with drastically different structures and focus of the correct regions.

Activity Recognition Question Answering +2

Accurate and Efficient Estimation of Small P-values with the Cross-Entropy Method: Applications in Genomic Data Analysis

1 code implementation9 Mar 2018 Yang Shi, Mengqiao Wang, Weiping Shi, Ji-Hyun Lee, Huining Kang, Hui Jiang

$\textbf{Results:}$ We evaluate the performance of the proposed algorithm through simulations and demonstrate its application to three real-world examples in genomic studies.

Applications

PoTrojan: powerful neural-level trojan designs in deep learning models

no code implementations8 Feb 2018 Minhui Zou, Yang Shi, Chengliang Wang, Fangyu Li, WenZhan Song, Yu Wang

With the popularity of deep learning (DL), artificial intelligence (AI) has been applied in many areas of human life.

Compact Tensor Pooling for Visual Question Answering

no code implementations20 Jun 2017 Yang Shi, Tommaso Furlanello, Anima Anandkumar

Performing high level cognitive tasks requires the integration of feature maps with drastically different structure.

Question Answering Visual Question Answering

Leak Event Identification in Water Systems Using High Order CRF

no code implementations12 Mar 2017 Qing Han, Wentao Zhu, Yang Shi

Today, detection of anomalous events in civil infrastructures (e. g. water pipe breaks and leaks) is time consuming and often takes hours or days.

Vocal Bursts Intensity Prediction

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