Skip to main content

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 2025 2025

Enhancing deliberativeness: Evaluating the impact of multimodal reflection nudges, Shun Yi YEO, Zhuoqun JIANG, Anthony TANG, and Simon Tangi PERRAULT Conference Proceeding Article

Enhancing sub-optimal trajectory stitching: Spatial composition RvS for offline RL, Sheng ZANG, Zhiguang CAO, Bo AN, Senthilnath JAYAVELU, and Xiaoli LI Conference Proceeding Article

Enriching automatic test case generation by extracting relevant test inputs from bug reports, Wendkuuni C. Ouedraogo, Laura Plein, Kader Kabore, Andrew Habib, Jacques Klein, David Lo, and Tegawende F. Bissyande Journal Article

FixDrive: Automatically repairing autonomous vehicle driving behaviour for $0.08 per violation, Yang SUN, Christopher M. POSKITT, Kun WANG, and Jun SUN Conference Proceeding Article

Gamba: Marry Gaussian splatting with Mamba for single-view 3D reconstruction, Qiuhong SHEN, Zike WU, Xuanyu YI, Pan ZHOU, Hanwang ZHANG, Shuicheng YAN, and Xinchao WANG Journal Article

Guest editorial: When multimedia meets food: Multimedia computing for food data analysis and applications, Weiqing MIN, Shuqiang JIANG, Petia RADEVA, Vladimir PAVLOVIC, Chong-wah NGO, Kiyoharu AIZAWA, and Wanqing LI Transcript

Hello again! LLM-powered personalized agent for long-term dialogue, Hao LI, Chenghao YANG, An ZHANG, Yang DENG, Xiang WANG, and Tat-Seng CHUA Conference Proceeding Article

Hierarchical learning-based graph partition for large-scale vehicle routing problems, Yuxin PAN, Ruohong LIU, Yize CHEN, Zhiguang CAO, and Fangzhen LIN Conference Proceeding Article

Integrating path selection for symbolic execution and variable selection for constraint solving, Shunkai ZHU, Jun SUN, Jingyi WANG, Zhenbang CHEN, and Peng CHENG Journal Article

Intention is all you need: Refining your code from your intention, Qi GUO, Xiaofei XIE, Shangqing LIU, Ming HU, Xiaohong LI, and Lei BU Conference Proceeding Article

Keyword-pair result pattern hiding structured encryption for Boolean queries, Lanxiang CHEN, Yi MU, Jiahui YANG, and Robert H. DENG Journal Article

Modality-specific interactive attack for vision-language pre-training models, Haiqi ZHANG, Hao TANG, Yanpeng SUN, Shengfeng HE, and Zechao LI Journal Article

Oblivious encrypted keyword search with fine-grained access control for cloud storage, Qiuyun TONG, Junyi DENG, Xinghua LI, Yinbin MIAO, Yunwei WANG, and Robert H. DENG Journal Article

OSCAR: Object status and contextual awareness for recipes to support non-visual cooking, Franklin Mingzhe LI, Kaitlyn NG, Bin ZHU, and Patrick CARRINGTON Conference Proceeding Article

PLRQ: Practical and less leakage range query over encrypted mobile cloud data, Yunwei WANG, Xinghua LI, Yinbin MIAO, Qiuyun TONG, Ximeng LIU, and Robert H. DENG Journal Article

Prompting an embodied AI agent: How embodiment and multimodal signaling affects prompting behaviour, Tianyi ZHANG, Colin AU YEUNG, Emily AURELIA, Yuki ONISHI, Neil CHULPONGSATORN, Jiannan LI, and Anthony TANG Conference Proceeding Article

Quantitative runtime monitoring of Ethereum transaction attacks, Xinyao XU, Ziyu MAO, Jianzhong SU, Xingwei LIN, David BASIN, Jun SUN, and Jingyi WANG Conference Proceeding Article

Quantum-resistant sharding blockchain and Its application in secure data transmission, Yizhong LIU; Boyu ZHAO; Xun LIN; Zhenyu GUAN; Dawei LI; Jianwei LIU; Qianhong WU; Willy SUSILO; and DENG, Robert H. Journal Article

Query understanding in LLM-based conversational information seeking, Yifei YUAN, Zahra ABBASIANTAEB, Yang DENG, and Mohammad ALIANNEJADI Conference Proceeding Article

Relation prediction in knowledge graphs: A self-organizing neural network approach, Budhitama SUBAGDJA, Shanthoshigaa D, and Ah-hwee TAN Journal Article

Reverse modeling in large language models, Sicheng YU, Yuanchen XU, Cunxiao DU, Yanying ZHOU, Minghui QIU, Qianru SUN, Hao ZHANG, and Jiawei WU Conference Proceeding Article

Robust federated learning client selection with combinatorial class representations and data augmentation, Haiyan ZHANG, Xinghua LI, Mengfan XU, Shunjie YUAN, Mengyao ZHU, and Robert H. DENG Journal Article

Robust threshold ECDSA with online-friendly design in three rounds, Guofeng TANG and Haiyang XUE Conference Proceeding Article

SANS: Efficient densest subgraph discovery over relational graphs without materialization, Yudong NIU, Yuchen LI, Jiaxin JIANG, and Laks V. S. LAKSHMANAN Conference Proceeding Article

Scenario-driven and context-aware automated accessibility testing for Android apps, Yuxin ZHANG, Sen CHEN, Xiaofei XIE, Zibo LIU, and Lingling FAN Conference Proceeding Article

SpecGen: Automated generation of formal program specifications via large language models, Lezhi MA, Shangqing LIU, Yi LI, Xiaofei XIE, and Lei BU Conference Proceeding Article

TensorJSFuzz: Effective testing of web-based deep learning frameworks via input-constraint extraction, Lili QUAN, Xiaofei XIE, Qianyu GUO, Lingxiao JIANG, Sen CHEN, Junjie WANG, and Xiaohong LI Conference Proceeding Article

Green fourth-party logistics network design under carbon cap-and-trade policy, Yuxin ZHANG, Min HUANG, Yaoxin WU, Zhiguang CAO, LIN Yuan, Jie ZHANG, and Xingwei WANG Journal Article

Bridging the modality gap: Advancing multimodal human pose estimation with modality-adaptive pose estimator and novel benchmark datasets, Jiangnan XIA, Zhiyuan ZHANG, Yanyin GUO, Qilong WU, Yi LI, Jianghan CHENG, and LI Junwei Conference Proceeding Article

Toward diverse tiny-model selection for microcontrollers, Xiao MA, Shengfeng HE, Hezhe QIAO, and Dong MA Journal Article

Learning-guided bi-objective evolutionary optimization for green municipal waste collection vehicle routing, Shubing LIAO, Yixin XU, Yunyun NIU, and Zhiguang CAO Journal Article

Efficient homomorphic-encryption-based secure search in multiowner setting for Internet of Things, Yibing WANG; Yinbin MIAO; Xinghua LI; Tao LENG; Zhiquan LIU; Ximeng LIU; Kim-Kwang Raymond CHOO; and DENG, Robert H. Journal Article

ADA-Gen: Iterative and incremental generation of full-stack apps for learning Agile/DevOps software development practices, Nguyen Binh Duong TA Conference Proceeding Article

A selective vehicle routing problem for the Bloodmobile system, Aldy GUNAWAN, Samuel Alan DARMASAPUTRA, Sy Hoang DO, and Vincent F. YU Conference Proceeding Article

Can LLMs replace manual annotation of software engineering artifacts?, Toufique AHMED, Premkumar DEVANBU, Christoph TREUDE, and Michael PRADEL Conference Proceeding Article

CaPo: Cooperative plan optimization for efficient embodied multi-agent cooperation, Jie LIU, Pan ZHOU, Yingjun DU, Ah-Hwee TAN, Cees SNOEK, Jan-Jakob SONKE, and Efstratios GAVVES Conference Proceeding Article

Characterising reproducibility debt in scientific software: A systematic literature review, Zara HASSAN, Christoph TREUDE, Michael NORRISH, Graham WILLIAMS, and Alex POTANIN Journal Article

ChatCRS: Incorporating external knowledge and goal guidance for LLM-based conversational recommender systems, Chuang LI, Yang DENG, Hengchang HU, Min-Yen KAN, and Haizhou LI Conference Proceeding Article

ConfigX: Modular configuration for evolutionary algorithms via multitask reinforcement learning, Hongshu GUO, Zeyuan MA, Jiacheng CHEN, Yining MA, Zhiguang CAO, Xinglin ZHANG, and Yue-Jiao GONG Conference Proceeding Article

Democratic training against universal adversarial perturbations, Bing SUN, Jun SUN, and Wei ZHAO Conference Proceeding Article

Digital transformation and the future of work: Closing the digital skills gap, Siu Loon HOE Journal Article

Distributional black-box model inversion attack with multi-agent reinforcement learning, Huan BAO, Kaimin WEI, Yongdong WU, Jin QIAN, and Robert H. DENG Journal Article

DkvSSO: Delegatable keyed-verification credentials for efficient anonymous single sign-on, Wenyi XUE, Yang YANG, Minming HUANG, Yingjiu LI, Hwee Hwa PANG, and Robert H. DENG Journal Article

Does ChatGPT-permitted assessments help students generate better answers and learn more?, Michelle L. F. CHEONG and Yun-Chen CHEN Conference Proceeding Article

Dual operation aggregation graph neural networks for solving flexible job-shop scheduling problem with reinforcement learning, Peng ZHAO, You ZHOU, Di WANG, Zhiguang CAO, Yubin XIAO, Xuan WU, Yuanshu LI, Hongjia LIU, Wei DU, Yuan JIANG, and Liupu WANG Conference Proceeding Article

Enmob: Unveil the behavior with multi-flow analysis of encrypted app traffic, Mengmeng GE, Ruitao FENG, Likun LIU, Xiangzhan YU, Sachidananda VINAY, Xiaofei XIE, and Yang LIU Journal Article

Frame-voyager: Learning to query frames for video large language models, Sicheng YU, Chengkai JIN, Huanyu WANG, Zhenghao CHEN, Sheng JIN, Zhongrong ZUO, Xiaolei XU, Zhenbang SUN, Bingni ZHANG, Jiawei WU, Hao ZHANG, and Qianru SUN Conference Proceeding Article

Graph-assisted offline-online deep reinforcement learning for dynamic workflow scheduling, Yifan YANG, Gang CHEN, Hui MA, Cong ZHANG, Zhiguang CAO, and Mengjie ZHANG Conference Proceeding Article

How developers interact with AI: A taxonomy of human-AI collaboration in software engineering, Christoph TREUDE and Marco A. GEROSA Conference Proceeding Article

IvyAPC: Auditable generalized payment channels, Ming LI, Yuxian LI, Jian WENG, Yingjiu LI, Jiasi WENG, Junzuo LAI, and Robert H. DENG Conference Proceeding Article

Neural multi-objective combinatorial optimization via graph-image multimodal fusion, Jinbiao CHEN, Jiahai WANG, Zhiguang CAO, and Yaoxin WU Conference Proceeding Article

One-for-All: Towards universal domain translation with a single StyleGAN, Yong DU, Jiahui ZHAN, Xinzhe LI, Junyu DONG, Sheng CHEN, Ming-Hsuan YANG, and Shengfeng HE Journal Article

On generalization across environments in multi-objective reinforcement learning, Jayden Jing Xiang TEOH, Pradeep VARAKANTHAM, and Peter VAMPLEW Conference Proceeding Article

On the probability of necessity and sufficiency of explaining Graph Neural Networks: A lower bound optimization approach, Ruichu CAI, Yuxuan ZHU, Xuexin CHEN, Yuan FANG, Min WU, Jie QIAO, and Zhifeng HAO Journal Article

On unraveling student resilience and academic performance in higher education, Aldy GUNAWAN, Ee-peng LIM, Audrey Tedja WIDJAJA, William TOV, James FOO, and Lieven Lode E. DEMEESTER Conference Proceeding Article

PEARL: Towards permutation-resilient LLMs, Liang CHEN, Li SHEN, Yang DENG, Xiaoyan ZHAO, Bin LIANG, and Kam-Fai WONG Conference Proceeding Article

Rethinking light decoder-based solvers for vehicle routing problems, Ziwei HUANG, Jianan ZHOU, Zhiguang CAO, and Yixin XU Conference Proceeding Article

Rethinking neural multi-objective combinatorial optimization via neat weight embedding, Jinbiao CHEN, Zhiguang CAO, Jiahai WANG, Yaoxin WU, Hanzhang QIN, Zizhen ZHANG, and Yue-Jiao GONG Conference Proceeding Article

Towards understanding why FixMatch generalizes better than supervised learning, Jingyang LI, Jiachun PAN, Vincent TAN, Kim-chuan TOH, and Pan ZHOU Conference Proceeding Article

Use of search tools in software development: A study of microservice-based team projects, Yi Meng LAU, Christian Michael KOH, and Lingxiao JIANG Conference Proceeding Article

Verification of bit-flip attacks against quantized neural networks, Yedi ZHANG, Lei HUANG, Pengfei GAO, Fu SONG, Jun SUN, and Jin Song DONG Journal Article

Verifying timed properties of programs in IoT nodes using parametric time petri nets, Étienne André, Jean-Luc Béchennec, Sudipta Chattopadhyay, Sebastien Faucou, Didier Lime, Dylan Marinho, Olivier H. Roux, and Jun SUN Conference Proceeding Article

Early detection of malicious crypto addresses with asset path tracing and selection, Ling CHENG, Feida ZHU, Qian SHAO, Jiashu PU, and Fengzhu ZENG Journal Article

A contrastive framework with user, item and review alignment for recommendation, Viet Hoang DONG, Yuan FANG, and Hady Wirawan LAUW Conference Proceeding Article

Adaptive deviation learning for visual anomaly detection with data contamination, Aanindya Sundar DAS, Guansong PANG, and Monowar BHUYAN Conference Proceeding Article

Aligning large language models for faithful integrity against opposing argument, Yong ZHAO, Yang DENG, See-Kiong NG, and Tat-Seng CHUA Conference Proceeding Article

Birdie: Natural language-driven table discovery using differentiable search index, Yuxiang GUO, Zhonghao HU, Yuren MAO, Baihua ZHENG, Yunjun GAO, and Mingwei ZHOU Journal Article

DCASR: Distributed collaborative authentication with specified security strength and resource optimization selection in AAV networks, Xinyi ZHAO, Yunwei WANG, Xinghua LI, Yinbin MIAO, and Robert H. DENG Journal Article

Divide-and-Conquer: Confluent Triple-Flow Network for RGB-T salient object detection, Hao TANG, Zechao LI, Dong ZHANG, Shengfeng HE, and Jinhui TANG Journal Article

DualOpt: A dual divide-and-optimize algorithm for the large-scale traveling salesman problem, Shipei ZHOU, Yuandong DING, Chi ZHANG, Zhiguang CAO, and Yan JIN Conference Proceeding Article

Efficient and secure geometric range search over encrypted spatial data in mobile cloud, Yinbin MIAO, Guijuan WANG, Xinghua LI, Hongwei LI, Kim-Kwang Raymond CHOO, and Robert H. DENG Journal Article

Enhanced model poisoning attack and multi-strategy defense in federated learning, Li YANG; Yinbin MIAO; Ziteng LIU; Zhiquan LIU; Xinghua LI; Da KUANG; Hongwei LI; and DENG, Robert H. Journal Article

Explainable neural networks with guarantees: A sparse estimation approach, Antoine LEDENT and Peng LIU Conference Proceeding Article

Forward-secure hierarchical delegable signature for smart homes, Jianfei SUN, Guowen XU, Yang YANG, Xuehuan YANG, Xiaoguo LI, Cong WU, Zhen LIU, Guomin YANG, and Robert H. DENG Journal Article

Fully selective opening secure IBE from LWE, Dingding JIA, Haiyang XUE, and Bao LI Journal Article

Generalization analysis for deep contrastive representation learning, Minh Hieu NONG, Antoine LEDENT, Yunwen LEI, and Cheng Yeaw KU Conference Proceeding Article

Hand1000: Generating realistic hands from text with only 1,000 images, Haozhuo ZHANG, Bin ZHU, Yu CAO, and Yanbin HAO Conference Proceeding Article

How to securely delegate and revoke partial authorization credentials, Meng SUN, Junzuo LAI, Wei WU, Ye YANG, Cheng-Kang CHU, and Robert H. DENG Journal Article

ImageInThat: Manipulating images to convey user instructions to robots, Karthik MAHADEVAN, Blaine LEWIS, Jiannan LI, Bilge MUTLU, Anthony TANG, and Tovi GROSSMAN Conference Proceeding Article

Improving multimodal human pose estimation by adversarial modality enhancement, Jiangnan XIA, Qilong WU, Yanyin GUO, Yi LI, Jianghan CHENG, Junwei LI, and Zhiyuan ZHANG Conference Proceeding Article

LightPROF: A lightweight reasoning framework for large language model on knowledge graph, Tu AO, Yanhua YU, Yuling WANG, Yang DENG, Zirui GUO, Liang PANG, Pinghui WANG, Tat-Seng CHUA, Xiao ZHANG, and Zhen CAI Conference Proceeding Article

MultiSFL: Towards accurate split federated learning via multi-model aggregation and knowledge replay, Zeke XIA, Ming HU, DengKe YAN, Ruixuan LIU, Anran LI, Xiaofei XIE, and Mingsong CHEN Conference Proceeding Article

Multi-UAV reconnaissance mission planning via deep reinforcement learning with simulated annealing, Mingfeng FAN, Huan LIU, Guohua WU, Aldy GUNAWAN, and Guillaume SARTORETTI Journal Article

NeuroViG: Integrating event cameras for resource-efficient video grounding, Dulanga WEERAKOON, Vigneshwaran SUBBARAJU, Joo Hwee LIM, and Archan MISRA Conference Proceeding Article

Private reachability queries on structured encrypted temporal bipartite graphs, Yulin WU, Lanxiang CHEN, Gaolin CHEN, Yi MU, and Robert H. DENG Journal Article

RAGG: Retrieval-augmented grasp generation model, Zhenhua TANG, Bin ZHU, Yanbin HAO, Chong-wah NGO, and Richang HONG Conference Proceeding Article

Respear: Earable-based robust respiratory rate monitoring, Yang LIU, Kayla-Jade BUTKOW, Jake STUCHBURY-WASS, Adam PULLIN, Dong MA, and Cecilia MASOLO Conference Proceeding Article

Retrieval augmented recipe generation, Guoshan LIU, Hailong YIN, Bin ZHU, Jingjing CHEN, Chong-wah NGO, and Yu-Gang JIANG Conference Proceeding Article

Revisiting sentiment analysis for software engineering in the era of large language models, Ting ZHANG, Ivana Clairine IRSAN, Thung Ferdian, and David LO Journal Article

Selecting comparative sets of reviews across multiple items, Trung Hoang LE and Hady Wirawan LAUW Conference Proceeding Article

Understanding individual agent importance in multi-agent system via counterfactual reasoning, Jianming CHEN, Yawen WANG, Junjie WANG, Xiaofei XIE, Jun HU, Qing WANG, and Fanjiang XU Conference Proceeding Article

VARIUM: Variational Autoencoder for multi-interest Representation with Inter-User Memory, Nhu Thuat TRAN and Hady W. LAUW Conference Proceeding Article

A causality-aware paradigm for evaluating creativity of multimodal large language models, Zhongzhan HUANG, Shanshan ZHONG, Pan ZHOU, Shanghua GAO, Marink ZITNIK, and Liang LIN Journal Article

Bridging expert knowledge with deep learning techniques for just-in-time defect prediction, Xin ZHOU, Donggyun HAN, and David LO Journal Article

Combating noisy labels by alleviating the memorization of DNNs to noisy labels, Shunjie YUAN, Xinghua LI, Yinbin MIAO, Haiyan ZHANG, Ximeng LIU, and Robert H. DENG Journal Article

Enforcing differential privacy in federated learning via long-term contribution incentives, Xiangyun TANG, Luyao PENG, Yu WENG, Meng SHEN, Liehuang ZHU, and Robert H. DENG Journal Article

Exploring & exploiting high-order graph structure for sparse knowledge graph completion, Tao HE, Ming LIU, Yixin CAO, Zekun WANG, Zihao ZHENG, and Bing QIN Journal Article

Exploring key factors influencing depressive symptoms among middle-aged and elderly adult population: A machine learning-based method, Ngoc Doan Thu TRAN, Yi Zhen TAN, Sapphire LIN, Fang ZHAO, Yee Sien NG, Dong MA, Jeonggil KO, and Rajesh Krishna BALAN Journal Article

Human-AI synergy in survey development: Implications from Large Language Models in business and research, Ping Fan KE and Ka Chung NG Journal Article

LoCo: Low-bit communication adaptor for large-scale model training, Xingyu XIE, Zhijie LIN, Kim-chuan TOH, and Pan ZHOU Journal Article