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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 2025 2025

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

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

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

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

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

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

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

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

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

Proactive conversational AI: A comprehensive survey of advancements and opportunities, Yang DENG, Lizi LIAO, Wenqiang LEI, Grace Hui YANG, Wai LAM, and Tat-seng CHUA Journal Article

PTM4Tag+: Tag recommendation of stack overflow posts with pre-trained models, Junda HE, Bowen XU, Zhou YANG, DongGyun HAN, Chengran YANG, Jiakun LIU, Zhipeng ZHAO, and David LO Journal Article

The role of surprisal in issue trackers, James CADDY, Christoph TREUDE, Markus WAGNER, and Earl T. BARR Journal Article

WF-PPG: A wrist-finger dual-channel dataset for studying the impact of contact pressure on PPG morphology, Matthew Yiwen HO, Hung Manh PHAM, Aaqib SAEED, and Dong MA Journal Article

Why are fairness concerns so important? Lessons from a last-mile transportation system, Yiwei CHEN and Hai WANG Journal Article

Diversity-oriented testing for competitive game agent via constraint-guided adversarial agent training, Xuyan MA, Yawen WANG, Xiaofei XIE, Xiaofei XIE, Boyu WU, Yiguang YAN, Shoubin LI, Fanjiang XU, and Qing WANG Journal Article

Teeth segmentation from bite-wing X-Ray images by integrating nested dual UNet with swin transformers, Yubo LI, TIAN Yibin, Zhiyuan ZHANG, Xueyang ZHANG, DU Bingran, and Zhi ZENG Conference Proceeding Article

Adapting installation instructions in rapidly evolving software ecosystems, Haoyu GAO, Christoph TREUDE, and Mansooreh ZAHEDI Journal Article

Android malware detection based on novel representations of apps, Tiezhu SUN, Nadia DAOUDI, Kevin ALLIX, Jordan SAMHI, Kisub KIM, Xin ZHOU, Abdoul K. KABORE, Dongsun KIM, David LO, Tegawende F. BISSYANDE, and Jacques KLEIN Book Chapter

A review of Chinese sentiment analysis: Subjects, methods, and trends, Zhaoxia WANG, Donghao HUANG, Jingfeng CUI, Xinyue ZHANG, Seng-Beng HO, and Erik CAMBRIA Journal Article

A survey of multilingual large language models, Libo QIN, Qiguang CHEN, Yuhang ZHOU, Zhi CHEN, Yinghui LI, Lizi LIAO, Min LI, Wanxiang CHE, and Philip S. YU Journal Article

Attribute-based encryption with searchable encryption, Yang YANG Book Chapter

AugSSO: Secure threshold single-sign-on authentication with popular password collection, Changsong JIANG, Chunxiang XU, and Guomin YANG Journal Article

Bi-objective dynamic tugboat scheduling with speed optimization under stochastic and time-varying service demands, Xiaoyang WEI, Hoong Chuin LAU, Zhe XIAO, Xiuju FU, Xiaocai ZHANG, and Zheng QIN Journal Article

Demo2Test: Transfer testing of agent in competitive environment with failure demonstrations, Jianming CHEN, Yawen WANG, Junjie WANG, Xiaofei XIE, Dandan WANG, Qing WANG, and Fanjiang XU Journal Article

DIMS: Distributed index for similarity search in metric spaces, Yifan ZHU, Chengyang LUO, Tang QIAN, Lu CHEN, Yunjun GAO, and Baihua ZHENG Journal Article

FedART: A neural model integrating federated learning and adaptive resonance theory, Shubham PATERIA, Budhitama SUBAGDJA, and Ah-hwee TAN Journal Article

Flowing together or alone: Impact of collaboration in the metaverse, Fiona Fui-hoon NAH, Brenda ESCHENBRENNER, and Langtao CHEN Journal Article

Fuzzing drones for anomaly detection: A systematic literature review, Vikas Kumar MALVIYA, Wei MINN, Lwin Khin SHAR, and Lingxiao JIANG Journal Article

Impact of achievement-oriented gamification in ERP systems: Examining subjective and objective user outcomes, E. ADEBORNA, Fiona Fui-hoon NAH, and L. MOTIWALLA Conference Proceeding Article

Interactive video search with multi-modal LLM video captioning, Yu-Tong CHENG, Jiaxin WU, Zhixin MA, Jiangshan HE, Xiao-Yong WEI, and Chong-wah NGO Conference Proceeding Article

Interpreting topic models in byte-pair encoding space, Jia Peng LIM and Hady Wirawan LAUW Conference Proceeding Article

IRHunter: Universal detection of instruction reordering vulnerabilities for enhanced concurrency in distributed and parallel systems, Guohua XIN, Guangquan XU, Yao ZHANG, Cheng WEN, Cen ZHANG, Xiaofei XIE, Neal N. XIONG, Shaoying LIU, and Pan GAO Journal Article

LARA : A light and anti-overfitting retraining approach for unsupervised time series anomaly detection, Feiyi CHEN, Zhen QIN, Mengchu ZHOU, Yingying ZHANG, Shuiguang DENG, Lunting FAN, Guansong PANG, and Qingsong WEN Conference Proceeding Article

Last digit tendency: Lucky number and psychological rounding in mobile transactions, Hai WANG, Tian LU, Yingjie ZHANG, Yue WU, Yiheng SUN, Jingran DONG, and Wen HUANG Journal Article

Learning to rank aspects and opinions for comparative explanations, Trung Hoang LE and Hady Wirawan LAUW Journal Article

LLMs-based augmentation for domain adaptation in long-tailed food datasets, Qing WANG, Chong-wah NGO, Ee-peng LIM, and Qianru SUN Conference Proceeding Article

Marrying top-k with skyline queries: Operators with relaxed preference input and controllable output size, Kyriakos MOURATIDIS, Keming LI, and Bo TANG Journal Article

Measuring model alignment for code clone detection using causal interpretation, Shamsa ABID, Xuemeng CAI, and Lingxiao JIANG Journal Article

Mitigating regression faults induced by feature evolution in deep learning systems, Hanmo YU, Zan WANG, Xuyang CHEN, Junjie CHEN, Jun SUN, Shuang LIU, and Zishuo DONG Journal Article

Neuron semantic-guided test generation for deep neural networks fuzzing, Li HUANG, Weifeng SUN, Meng YAN, Zhongxin LIU, Yan LEI, and David LO Journal Article

Performance evaluation of NewSQL databases in a distributed architecture, Zhiyao ZHANG, Alan @ Ali MADJELISI MEGARGEL, and Lingxiao JIANG Journal Article

Synthesizing multi-person and rare pose images for human pose estimation, Liuqing ZHAO, Zichen TIAN, ZOU Peng, Richang HONG, and Qianru SUN Journal Article

Transforming urban dynamics: Harnessing large language models for smarter mobility, Hao XUE, Ming JIN, Shirui PAN, Flora SALIM, and Guansong PANG Journal Article

Weakly-supervised semantic segmentation with image-level labels: From traditional models to foundation models, Zhaozheng CHEN and Qianru SUN Journal Article