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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

MultiGPrompt for multi-task pre-training and prompting on graphs, Xingtong YU, Chang ZHOU, Yuan FANG, and Xinming ZHAN Conference Proceeding Article

Non-vacuous generalization bounds for adversarial risk in stochastic neural networks, Mustafa WALEED, Liznerski PHILIPP, Antoine LEDENT, Wagner DENNIS, Wang PUYU, and Kloft MARIUS Conference Proceeding Article

On the feasibility of Simple Transformer for dynamic graph modeling, Yuxia WU, Yuan FANG, and Lizi LIAO Conference Proceeding Article

Plug-and-play policy planner for large language model powered dialogue agents, Yang DENG, Wenxuan ZHANG, Wai LAM, See-Kiong NG, and Tat-Seng CHUA Conference Proceeding Article

Quantum machine learning for credit scoring, Nikolaos SCHETAKIS, Davit AGHAMALYAN, Micheael BOGUSLAVSKY, Agnieszka REES, Marc RAKOTOMALALA, and Paul Robert GRIFFIN Journal Article

Regret-based defense in adversarial reinforcement learning, Roman BELAIRE, Pradeep VARAKANTHAM, Thanh Hong NGUYEN, and David LO Conference Proceeding Article

Reinforcement learning with maskable stock representation for portfolio management in customizable stock pools, Wentao ZHANG, Yilei ZHAO, Shuo SUN, Jie YING, Yonggang XIE, Zitao SONG, Xinrun WANG, and Bo AN Conference Proceeding Article

Reinforcement Nash Equilibrium Solver, Xinrun WANG, Chang YANG, Shuxin LI, Pengdeng LI, Xiao HUANG, Hau CHAN, and Bo AN Conference Proceeding Article

Social balance on networks: Local minima and best-edge dynamics, Krishnendu CHATTERJEE, Jakub SVOBODA, Dorde ZIKELIC, Andreas PAVLOGIANNIS, and Josef TKADLEC Journal Article

SwapVid: Integrating video viewing and document exploration with direct manipulation, Taichi MURAKAMI, Kazuyuki FUJITA, Kotaro HARA, Kazuki TAKASHIMA, and Yoshifumi KITAMURA Conference Proceeding Article

The Grader: A grading assistant for lab tests and a teaching tool, M. THULASIDAS and David LO Conference Proceeding Article

The impact of avatar completeness on embodiment and the detectability of hand redirection in virtual reality, Martin FEICK, Andre ZENNER, Simon SEIBERT, Anthony TANG, and Antonio Krüger Conference Proceeding Article

Time-controllable keyword search scheme with efficient revocation in mobile e-health cloud, Yinbin MIAO; Feng LI; Xinghua LI; Zhiquan LIU; Jianting NING; Hongwei LI; Kim-Kwang Raymond CHOO; and DENG, Robert H. Journal Article

Unraveling the ‘anomaly’ in time series anomaly detection: A self-supervised tri-domain solution, Yuting SUN, Guansong PANG, Guanhua YE, Tong CHEN, Xia HU, and Hongzhi YIN Conference Proceeding Article

Unveiling code pre-trained models: Investigating syntax and semantics capacities, Wei MA, Shangqing LIU, Mengjie ZHAO, Xiaofei XIE, Wenhang WANG, Qiang HU, Jie ZHANG, and Liu YANG Journal Article

VAID: Indexing view designs in visual analytics system, Lu YING, Aoyu WU, Haotian LI, Zikun DENG, Ji LAN, Jiang WU, Yong WANG, Huamin QU, Dazhen DENG, and Yingcai WU Conference Proceeding Article

FAIR: Flow type-aware pre-training of compiler intermediate representations, Changan NIU, Chuanyi LI, Vincent NG, David LO, and Bin LUO Conference Proceeding Article

Towards benchmarking the coverage of automated testing tools in Android against manual testing, Ferdian THUNG, Ivana Clairine IRSAN, Jiakun LIU, and David LO Conference Proceeding Article

Modeling route representation with mixed-scale hierarchical transformer, Hanyuan ZHANG, Yuqi CHEN, Xinyu ZHANG, Qize JIANG, Liang LI, Baihua ZHENG, and Weiwei SUN Conference Proceeding Article

Trajectory set empowered hypergraph transformer for mobile sensor based traffic prediction, Hanyuan ZHANG, Xinyu \ZHANG, Qize JIANG, Liang LI, Baihua ZHENG, and Weiwei SUN Conference Proceeding Article

ACAV: A framework for automatic causality analysis in autonomous vehicle accident recordings, Huijia SUN, Christopher M. POSKITT, Yang SUN, Jun SUN, and Yuqi CHEN Conference Proceeding Article

Assessing AI detectors in identifying AI-generated code: Implications for education, Wei Hung PAN, Ming Jie CHOK, Jonathan Leong Shan WONG, Yung Xin SHIN, Yeong Shian POON, Zhou YANG, Chun Yong CHONG, David LO, and Mei Kuan LIM Conference Proceeding Article

Beyond a joke: Dead Code Elimination can delete live code, Haoxin TU, Lingxiao JIANG, Debin GAO, and He JIANG Conference Proceeding Article

Bidirectional paper-repository tracing in software engineering, Daniel GARIJO, Miguel ARROYO, Esteban GONZÁLEZ GUARDIA, Christoph TREUDE, and Nicola TAROCCO Conference Proceeding Article

Classifying source code: How far can compressor-based classifiers go?, Zhou YANG Conference Proceeding Article

Coca: Improving and explaining graph neural network-based vulnerability detection systems, Sicong CAO, Xiaobing SUN, Xiaoxue WU, David LO, Lili BO, Bin LI, and Wei LIU Conference Proceeding Article

Code search is all you need? Improving code suggestions with code search, Junkai CHEN, Xing HU, Zhenhao LI, Cuiyun GAO, Xin XIA, and David LO Conference Proceeding Article

Context-Aware REpresentation: Jointly learning item features and selection from triplets, Rodrigo ALVES and Antoine LEDENT Journal Article

Creative and correct: Requesting diverse code solutions from AI, Scott BLYTH, Markus WAGNER, and Christoph TREUDE Conference Proceeding Article

Curiosity-driven testing for sequential decision-making process, Junda HE, Zhou YANG, Jieke SHI, Chengran YANG, Kisub KIM, Bowen XU, Xin ZHOU, and David LO Conference Proceeding Article

Deep reinforcement learning for dynamic algorithm selection: A proof-of-principle study on differential evolution, Hongshu GUO, Yining MA, Zeyuan MA, Jiacheng CHEN, Xinglin ZHANG, Zhiguang CAO, Jun ZHANG, and Yue-Jiao GONG Journal Article

DronLomaly: Runtime log-based anomaly detector for DJI drones, Wei MINN, Naing Tun YAN, Lwin Khin SHAR, and Lingxiao JIANG Conference Proceeding Article

Editorial: Emerging on-demand passenger and logistics systems: Modelling, optimization, and data analytics, Jintao KE, Hai WANG, Neda MASOUD, Maximilian SCHIFFER, and Goncalo H. A. CORREIA Editorial

Encoding version history context for better code representation, Huy NGUYEN, Christoph TREUDE, and Patanamon THONGTANUNAM Conference Proceeding Article

Enhancing source code representations for deep learning with static analysis, Xueting GUAN and Christoph TREUDE Conference Proceeding Article

Environmental, social, and governance (ESG) and artificial intelligence in finance: State-of-the-art and research takeaways, Tristan LIM Journal Article

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