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Research Collection School of Computing and Information Systems

The collection contains journal articles, conference proceedings articles, books and book chapters, and more written by the faculty at the Singapore Management University School of Computing and Information Systems (SCIS). The school was formerly known as School of Information Systems (SIS) and was renamed in 2021. The school research areas include Data science & engineering, Cybersecurity, Information systems & management, Intelligent systems & optimisation, Software & cyber-physical systems. SCIS is also focused on innovative research and education in Information Systems and Management, data management and analytics, as well as problems and issues at the intersection of information systems related technology and management, which includes urban systems and operations, active citizenry and communities, safety and security.

Submissions from 2024 2024

Experience Report: Identifying common misconceptions and errors of novice programmers with ChatGPT, Hua Leong FWA Conference Proceeding Article

Exploiting library vulnerability via migration-based automated test generation, Zirui CHEN, Xing HU, Xin XIA, Yi GAO, Tongtong XU, David LO, and Xiaohu YANG Conference Proceeding Article

Exploring the potential of ChatGPT in automated code refinement: An empirical study, Qi GUO, Shangqing LIU, Junming CAO, Xiaohong LI, Xin PENG, Xiaofei XIE, and Bihuan CHEN Conference Proceeding Article

Exploring the potential of ChatGPT in automated code refinement: An empirical study, Guo QI, Junming CAO, Xiaofei XIE, Shangqing LIU, Xiaohong LI, Bihuan CHEN, and Xin PENG Conference Proceeding Article

Extracting relevant test inputs from bug reports for automatic test case generation, Wendkuuni C. Ouédraogo, Laura Plein, Kader Kaboré, Andrew Habib, Jacques Klein, David LO, and Tegawende F. Bissyandé Conference Proceeding Article

FlGan: GAN-based unbiased federated learning under non-IID settings, Zhuoran MA, Yang LIU, Yinbin MIAO, Guowen XU, Ximeng LIU, Jianfeng MA, and Robert H. DENG Journal Article

GitHubInclusifier: Finding and fixing non-inclusive language in GitHub repositories, Liam TODD, John GRUNDY, and Christoph TREUDE Conference Proceeding Article

Going viral: Case studies on the impact of protestware, Youmei FAN, Dong WANG, Supastsara WATTANAKRIENGKRAI, Hathaichanok DAMRONGSIRI, Christoph TREUDE, Hideaki HATA, and Raula Gaikovina KULA Conference Proceeding Article

Greening large language models of code, Jieke SHI, Zhou YANG, Hong Jin KANG, Bowen XU, Junda HE, and David LO Conference Proceeding Article

Impact of government outsourcing contracts on high-tech vendors: An empirical study, Yi DONG, Nan HU, Yonghua JI, Chenkai NI, and Jing XIE Journal Article

Improving automated code reviews: Learning from experience, Hong Yi LIN, Patanamon THONGTANUNAM, Christoph TREUDE, and Wachiraphan CHAROENWET Conference Proceeding Article

Large language model for vulnerability detection: Emerging results and future directions, Xin ZHOU, Ting ZHANG, and David LO Conference Proceeding Article

Marco: A stochastic asynchronous concolic explorer, Jie HU, Yue DUAN, and Heng YIN Conference Proceeding Article

MiniMon: Minimizing Android applications with intelligent monitoring-based debloating, Jiakun LIU, Zicheng ZHANG, Xing HU, Thung Ferdian, Shahar MAOZ, Debin GAO, Eran TOCH, Zhipeng ZHAO, and David LO Conference Proceeding Article

MUT: Human-in-the-loop unit test migration, Yi GAO, Xing HU, Tongtong XU, Xin XIA, David LO, and Xiaohu YANG Conference Proceeding Article

My GitHub Sponsors profile is live!": Investigating the impact of Twitter/X mentions on GitHub Sponsors, Youmei FAN, Tao XIAO, Hideaki HATA, Christoph TREUDE, and Kenichi MATSUMOTO Conference Proceeding Article

Out of sight, out of mind: Better automatic vulnerability repair by broadening input ranges and sources, Xin ZHOU, Kisub KIM, Bowen XU, DongGyun HAN, and David LO Conference Proceeding Article

PPT4J: Patch presence test for Java binaries, Zhiyuan PAN, Xing HU, Xin XIA, Xian ZHAN, David LO, and Xiaohu YANG Conference Proceeding Article

PS3: Precise patch presence test based on semantic symbolic signature, Qi ZHAN, Xing HU, Zhiyang LI, Xin XIA, David LO, and Shanping LI Conference Proceeding Article

REDriver: Runtime enforcement for autonomous vehicles, Yang SUN, Christopher M. POSKITT, Xiaodong ZHANG, and Jun SUN Conference Proceeding Article

sFuzz2.0: Storage-access pattern guided smart contract fuzzing, Haoyu WANG, Zan WANG, Shuang LIU, Jun SUN, Yingquan ZHAO, Yan WAN, and Duy Tai NGUYEN Journal Article

Streamlining Java programming: uncovering well-formed idioms with IdioMine, Yanming YANG, Xing HU, Xin XIA, David LO, and Xiaohu YANG Conference Proceeding Article

Teaching software development for real-world problems using a microservice-based collaborative problem-solving approach, Yi Meng LAU, Christian Michael KOH, and Lingxiao JIANG Conference Proceeding Article

Test optimization in DNN testing: A survey, Qiang HU, Yuejun GUO, Xiaofei XIE, Maxime CORDY, Lei MA, Mike PAPADAKIS, and Yves LE TRAON Journal Article

The impact of bug localization based on crash report mining: A developers' perspective, Marcos MEDEIROS, Uirá KULESZA, Roberta COELHO, Rodrigo BONIFACIO, Christoph TREUDE, and Eiji Adachi BARBOSA Conference Proceeding Article

The important role of system dynamics investigation on business model, industry and performance management, Lina GOZALI, Teuku Yuri M. ZAGLOEL, Togar Mangihut SIMATUPANG, Wahyudi SUTOPO, Aldy GUNAWAN, Yun-Chia LIANG, Bernardo Nugroho YAHYA, Jose Arturo GARZA-REYES, Agustinus Purna IRAWAN, and Yuliani SUSENO Journal Article

Towards low-resource rumor detection: Unified contrastive transfer with propagation structure, Hongzhan LIN, Jing MA, Ruichao YANG, Zhiwei YANG, and Mingfei CHENG Journal Article

Towards speedy permission-based debloating for Android apps, Thung Ferdian, Jiakun LIU, Pattarakrit RATTANUKUL, Shahar MAOZ, Eran TOCH, Debin GAO, and David LO Conference Proceeding Article

Unleashing the power of Clippy in real-world Rust projects, Chunmiao LI, Yijun YU, Haitao WU, Luca CARLIG, Shijie NIE, and Lingxiao JIANG Conference Proceeding Article

Unveiling memorization in code models, Zhou YANG, Zhipeng ZHAO, Chenyu WANG, Jieke SHI, Dongsun KIM, DongGyun HAN, and David LO Conference Proceeding Article

W4-Groups: Modeling the who, what, when and where of group behavior via mobility sensing, Akansha ATREY, Camellia ZAKARIA, Rajesh Krishna BALAN, and Prashant SHENOY Journal Article

Range specification bug detection in flight control systems through fuzzing, Ruidong HAN, Siqi MA, Juanru LI, Surya NEPAL, David LO, Zhuo MA, and Jianfeng MA Journal Article

Deep reinforcement learning for solving vehicle routing problems with backhauls, Conghui WANG, Zhiguang CAO, Yaoxin WU, Long TENG, and Guohua WU Journal Article

Publicly verifiable and secure SVM classification for cloud-based health monitoring services, Dian LEI, Jinwen LIANG, Chuan ZHANG, Ximeng LIU, Daojing HE, Liehuang ZHU, and Song GUO Journal Article

Self-admitted technical debts identification: How far are we?, Hao GU, Shichao ZHANG, Qiao HUANG, Zhifang LIAO, Jiakun LIU, and David LO Conference Proceeding Article

Sustainability forecasting for deep learning packages, Junxiao HAN, Yunkun WANG, Zhongxin LIU, Lingfeng BAO, Jiakun LIU, David LO, and Shuiguang DENG Conference Proceeding Article

Efficient verifiably encrypted ECDSA schemes from Castagnos-Laguillaumie and Joye-Libert encryptions, Xiao YANG, Chengru ZHANG, Haiyang XUE, and Ho Man AU Journal Article

Adversarial learning for coordinate regression through k-layer penetrating representation, Mengxi JIANG, Yulei SUI, Yunqi. LEI, Xiaofei XIE, Cuihua LI, Yang LIU, and Ivor W. TSANG Journal Article

Application of collaborative learning paradigms within software engineering education: A systematic mapping study, Rita GARCIA, Christoph TREUDE, and Andrew VALENTINE Conference Proceeding Article

A simulated annealing with variable neighborhood descent approach for the heterogeneous fleet vehicle routing problem with multiple forward/reverse cross-docks, Vincent F. YU, Pham Tuan ANH, Aldy GUNAWAN, and Hsun HAN Journal Article

Attack as detection: Using adversarial attack methods to detect abnormal examples, Zhe ZHAO, Guangke CHEN, Tong LIU, Taishan LI, Fu SONG, Jingyi WANG, and Jun SUN Journal Article

Community similarity based on user profile joins, Konstantinos THEOCHARIDIS and Hady Wirawan LAUW Conference Proceeding Article

Conditional neural heuristic for multiobjective vehicle routing problems, Mingfeng FAN, Yaoxin WU, Zhiguang CAO, Wen SONG, Guillaume SARTORETTI, Huan LIU, and Guohua WU Journal Article

DDoS family: A novel perspective for massive types of DDoS attacks, Ziming ZHAO, Zhaoxuan LI, Zhihao ZHOU, Jiongchi YU, Zhuoxue SONG, Xiaofei XIE, Fan ZHANG, and Rui ZHANG Journal Article

Demystifying faulty code: Step-by-step reasoning for explainable fault localization, Ratnadira WIDYASARI, Jia Wei ANG, Truong Giang NGUYEN, Neil SHARMA, and David LO Conference Proceeding Article

DiTMoS: Delving into diverse tiny-model selection on microcontrollers, Xiao MA, Shengfeng HE, Hezhe QIAO, and Dong MA Conference Proceeding Article

Fixing your own smells: Adding a mistake-based familiarization step when teaching code refactoring, Ivan Wei Han TAN and Christopher M. POSKITT Conference Proceeding Article

From asset flow to status, action and intention discovery: Early malice detection in cryptocurrency, Ling CHENG, Feida ZHU, Yong WANG, Ruicheng LIANG, and Huiwen LIU Journal Article

gSWORD: GPU-accelerated sampling for subgraph counting, Chang YE, Yuchen LI, Shixuan SUN, and Wentian GUO Journal Article

Harnessing the advances of MEDA to optimize multi-PUF for enhancing IP security of biochips, Chen DONG, Xiaodong GUO, Sihuang LIAN, Yinan YAO, Zhenyi CHEN, Yang YANG, and Zhanghui LIU Journal Article

Hypergraphs with attention on reviews for explainable recommendation, Theis E. JENDAL, Trung Hoang LE, Hady Wirawan LAUW, Matteo LISSANDRINI, Peter DOLOG, and Katja HOSE Conference Proceeding Article

Improvement of flow coefficient estimation with limited well test data for real-time condition analytics of choke valve, T. Visawameteekul, Tin Seong KAM, and P. Thamvechvitee Conference Proceeding Article

Iterative graph self-distillation, Hanlin ZHANG, Shuai LIN, Weiyang LIU, Pan ZHOU, Jian TANG, Xiaodan LIANG, and Eric XING Journal Article

Knowledge generation for zero-shot knowledge-based VQA, Rui CAO and Jing JIANG Conference Proceeding Article

Meta-Interpretive LEarning with Reuse, Rong WANG, Jun SUN, Cong TIAN, and Zhenhua DUAN Journal Article

Monocular BEV perception of road scenes via front-to-top view projection, Wenxi LIU, Qi LI, Weixiang YANG, Jiaxin CAI, Yuanhong YU, Yuexin MA, Shengfeng HE, and Jia PAN Journal Article

Multiobjective Stochastic Optimization: A Case of Real-Time Matching in Ride-Sourcing Markets, Guodong LYU, Wang Chi CHEUNG, Chung-Piaw TEO, and Hai WANG Journal Article

Non-monotonic generation of knowledge paths for context understanding, Pei-chi LO and Ee-peng LIM Journal Article

On the effects of information asymmetry in digital currency trading, Kwansoo KIM and Robert John KAUFFMAN Journal Article

PA2BLO: Low-power, personalized audio badge, Hemanth SABBELLA, Dulaj Sanjaya WEERAKOON, Manoj GULATI, and Archan MISRA Conference Proceeding Article

Representation learning for Stack Overflow posts: How far are we?, Junda HE, Xin ZHOU, Bowen XU, Ting ZHANG, Kisub KIM, Zhou YANG, Thung Ferdian, IVANA CLAIRINE IRSAN, and David LO Journal Article

Revisiting the Markov Property for machine translation, Cunxiao DU, Hao ZHOU, Zhaopeng TU, and Jing JIANG Conference Proceeding Article

Screening through a broad pool: Towards better diversity for lexically constrained text generation, Changsen YUAN, Heyan HUANG, Yixin CAO, and Qianwen CAO Journal Article

SigmaDiff: Semantics-aware deep graph matching for pseudocode diffing, Lian GAO, Yu QU, Sheng YU, Yue DUAN, and Heng YIN Conference Proceeding Article

Simulated annealing with reinforcement learning for the set team orienteering problem with time windows, Vincent F. YU, Nabila Y. SALSABILA, Shih-W LIN, and Aldy GUNAWAN Journal Article

Stability verification in stochastic control systems via neural network supermartingales, Mathias LECHNER, Dorde ZIKELIC, Krishnendu CHATTERJEE, and Thomas A. HENZINGER Conference Proceeding Article

StopGuess: A framework for public-key authenticated encryption with keyword search, Tao XIANG, Zhongming WANG, Biwen CHEN, Xiaoguo LI, Peng WANG, and Fei CHEN Journal Article

Temporal implicit multimodal networks for investment and risk management, Meng Kiat Gary ANG and Ee-peng LIM Journal Article

Test-time augmentation for 3D point cloud classification and segmentation, Tuan-Anh VU, Srinjay SARKAR, Zhiyuan ZHANG, Binh-Son HUA, and Sai-Kit YEUNG Conference Proceeding Article

Towards understanding convergence and generalization of AdamW, Pan ZHOU, Xingyu XIE, Zhouchen LIN, and Shuicheng YAN Journal Article

T-PickSeer: Visual analysis of taxi pick-up point selection behavior, Shuxian GU, Yemo DAI, Zezheng FENG, Yong WANG, and Haipeng ZENG Journal Article

TranSiam: Aggregating multi-modal visual features with locality for medical image segmentation, Xuejian LI, Shiqiang MA, Junhai XU, Jijun TANG, Shengfeng HE, and Fei GUO Journal Article

Transportation-enabled services: Concept, framework, and research opportunities, Niels AGATZ, Soo-Haeng CHO, Hao SUN, and Hai WANG Journal Article

T-SciQ: Teaching multimodal Chain-of-Thought reasoning via large language model signals for science question answering, Lei WANG, Yi HU, Jiabang HE, Xing XU, Ning LIU, Hui LIU, and Heng Tao SHEN Conference Proceeding Article

Understanding the impact of trade policy effect uncertainty on firm-level innovation investment: A deep learning approach, Daniel CHANG, Nan HU, Peng LIANG, and Morgan SWINK Journal Article

UR2M: Uncertainty and Resource-Aware Event Detection on Microcontrollers, Hong JIA, Young D. KWON, Dong MA, Nhat PHAM, Lorena QENDRO, Tam VU, and Cecilia MASCOLO Conference Proceeding Article

Win: Weight-decay-integrated Nesterov acceleration for faster network training, Pan ZHOU, Xingyu XIE, Zhouchen LIN, Kim-Chuan TOH, and Shuicheng YAN Journal Article

xFuzz: Machine learning guided cross-contract fuzzing, Yinxing XUE, Jiaming YE, Wei ZHANG, Jun SUN, Lei MA, Haijun WANG, and Jianjun ZHAO Journal Article

Human-centered interaction in virtual worlds: A new era of generative artificial intelligence and metaverse, Yuying WANG, Le WANG, and Keng SIAU Journal Article

CATNet: Cross-modal fusion for audio-visual speech recognition, Xingmei WANG, Jianchen MI, Boquan LI, Yixu ZHAO, and Jiaxiang MENG Journal Article

Delving into multimodal prompting for fine-grained visual classification, Xin JIANG, Hao TANG, Junyao GAO, Xiaoyu DU, Shengfeng HE, and Zechao LI Conference Proceeding Article

Detecting outdated code element references in software repository documentation, Wen Siang TAN, Markus WAGNER, and Christoph TREUDE Journal Article

EarnHFT: Efficient hierarchical reinforcement learning for high frequency trading, Molei QIN, Shuo SUN, Wentao ZHANG, Haochong XIA, Xinrun WANG, and Bo AN Conference Proceeding Article

Enhancing citizen service management through AI enabled systems: A proposed AI readiness framework for public sector, Hui Shan LEE; SHANKARARAMAN, Venky; and Eng Lieh OUH Book Chapter

FoodMask: Real-time food instance counting, segmentation and recognition, Huu-Thanh NGUYEN, Yu CAO, Chong-wah NGO, and Wing-Kwong CHAN Journal Article

Frameworks for measuring population health: A scoping review, Sze Ling CHAN, Clement Zhong Hao HO, Nang Ei Ei KHAING, Ezra HO, Candelyn PONG, Jia Sheng GUAN, Calida CHUA, Zongbin LI, TRUDI LIM WENQI, Sean Shao Wei LAM, Lian Leng LOW, and Choon How HOW Journal Article

From canteen food to daily meals: generalizing food recognition to more practical scenarios, Guoshan LIU, Yang JIAO, Jingjing CHEN, Bin ZHU, and Yu-Gang JIANG Journal Article

GLOP: Learning global partition and local construction for solving large-scale routing problems in real-time, Haoran YE, Jiarui WANG, Helan LIANG, Zhiguang CAO, Yong LI, and Fanzhang LI Conference Proceeding Article

HACKLES: Simulating and visually representing the anxiety of walking alone, Sydney PRATTE, Anthony TANG, Shannon HOOVER, and Lora OEHLBERG Conference Proceeding Article

Handling long and richly constrained tasks through constrained hierarchical reinforcement learning, Yuxiao LU, Arunesh SINHA, and Pradeep VARAKANTHAM Conference Proceeding Article

HGPrompt: Bridging homogeneous and heterogeneous graphs for few-shot prompt learning, Xingtong YU, Yuan FANG, Zemin LIU, and Xinming ZHANG Conference Proceeding Article

Imitate the good and avoid the bad: An incremental approach to safe reinforcement learning, Minh Huy HOANG, Mai Anh TIEN, and Pradeep VARAKANTHAM Conference Proceeding Article

Improving conversational recommender system via contextual and time-aware modeling with less domain-specific knowledge, Lingzhi WANG, Shafiq JOTY, Wei GAO, Xingshan ZENG, and Kam-Fai WONG Journal Article

Leveraging LLMs and generative models for interactive known-item video search, Zhixin MA, Jiaxin WU, and Chong-wah NGO Conference Proceeding Article

M3SA: Multimodal Sentiment Analysis based on multi-scale feature extraction and multi-task learning, Changkai LIN, Hongju CHENG, Qiang RAO, and Yang YANG Journal Article

Machine learning for refining knowledge graphs: A survey, Budhitama SUBAGDJA, D. Shanthoshigaa, Zhaoxia WANG, and Ah-hwee TAN Journal Article

Market-GAN: Adding control to financial market data generation with semantic context, Haochong XIA, Shuo SUN, Xinrun WANG, and Bo AN Conference Proceeding Article

Mitigating fine-grained hallucination by fine-tuning large vision-language models with caption rewrites, Lei WANG, Jiabang HE, Shenshen LI, Ning LIU, and Ee-peng LIM Conference Proceeding Article

Mutation analysis for evaluating code translation, Giovani GUIZZO, Jie M. ZHANG, Federica SARRO, Christoph TREUDE, and Mark HARMAN Journal Article

Public acceptance of using artificial intelligence-assisted weight management apps in high-income Southeast Asian adults with overweight and obesity: A cross-sectional study, Han Shi Jocelyn CHEW, Palakorn ACHANANUPARP, Palakorn ACHANANUPARP, Nicholas W. S. CHEW, Yip Han CHIN, Yujia GAO, Bok Yan Jimmy SO, Asim SHABBIR, Ee-peng LIM, and Kee Yuan NGIAM Journal Article