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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 2026 2026

Discrete diffusion for bundle construction, Teng TU, Ai LI, Yunshan MA, Shuo XU, Xiaohao LIU, Haokai MA, Liang PANG, and Tat-Seng CHUA Conference Proceeding Article

Distributional vision-language alignment by Cauchy-Schwarz divergence, Wenzhe YIN, Zehao XIAO, Pan ZHOU, Shujian YU, Jiayi SHEN, Jan-Jakob SONKE, and Stratis GAVVES Conference Proceeding Article

Dragging with geometry: From pixels to geometry-guided image editing, Xinyu PU, Hongsong WANG, Jie GUI, and Pan ZHOU Conference Proceeding Article

DreamCS: Geometry-aware text-to-3D generation with unpaired 3D reward supervision, Xiandong ZOU, Ruihao XIA, Hongsong WANG, and Pan ZHOU Conference Proceeding Article

Finding missing input validation in TEEs via LLM-assisted symbolic execution, Chengyan MA, Jieke SHI, Ruidong HAN, Ye LIU, Yuqing NIU, and David LO Conference Proceeding Article

From function to repository: Towards repository-level evaluation of software vulnerability detection, Xin-Cheng WEN, Xinchen WANG, Yujia CHEN, Ruida HU, David LO, and Cuiyun GAO Journal Article

From spatial to actions: Grounding vision-language-action model in spatial foundation priors, Zhengshen ZHANG, Hao LI, Yalun DAI, Zhengbang ZHU, Lei ZHOU, Chenchen LIU, Dong WANG, Francis E. H. TAY, Sijin CHEN, Ziwei LIU, Yuxiao LIU, Xinghang LI, and Pan ZHOU Conference Proceeding Article

Generalizable heuristic generation through LLMs with meta-optimization, Yiding SHI, Jianan ZHOU, Wen SONG, Jieyi BI, Yaoxin WU, Zhiguang CAO, and Jie ZHANG Conference Proceeding Article

HyperSiniel: Guaranteed output delivery comes (almost) free in private delegation of zkSNARKs, Yunbo Yang; Yuejia Cheng; Junkai Liang; Kailun Wang; Xuanming Liu; Xiaoguo Li; Jianfei SUN; Jiachen Shen; Xiaolei Dong; Zhenfu Cao; Meng HAO; Guomin YANG; DENG, Robert H.; and Kui Ren Journal Article

Learning feature inversion for multi-class anomaly detection under general-purpose COCO-AD benchmark, Jiangning ZHANG, Chengjie WANG, Xiangtai LI, Guanzhong TIAN, Zhucun XUE, Yong LIU, Guansong PANG, and Dacheng TAO Journal Article

LLMQuA: Practical backdoor injection on large language model quantization, Xiangxiang CHEN, Peixin ZHANG, Jun SUN, Jin Song DONG, Wenhai WANG, and Jingyi WANG Conference Proceeding Article

Managing reproducibility debt in scientific software: A practical framework, Zara HASSAN, Christoph TREUDE, Graham WILLIAMS, Michael NORRISH, and Alex POTANIN Conference Proceeding Article

On autopilot? An empirical study of human-AI teaming and review practices in open source, Haoyu GAO, Peerachai BANYONGRAKKUL, Hao GUAN, Mansooreh ZAHEDI, and Christoph TREUDE Conference Proceeding Article

PatchGPT: Multi-agent patch backporting without model fine-tuning, Ye LIU, Ruidong HAN, Chengyan MA, Yuqing NIU, and David LO Conference Proceeding Article

PenForge: On-the-fly expert agent construction for automated penetration testing, Huihui HUANG, Jieke SHI, Junkai CHEN, Ting ZHANG, Yikun LI, Chengran YANG, Eng Lieh OUH, Lwin Khin SHAR, and David LO Conference Proceeding Article

Portrait shadow removal via self-exemplar illumination equalization, Qian HUANG, Cheng XU, Guiqing LI, Ziheng WU, Shengxin LIU, and Shengfeng HE Conference Proceeding Article

Prompting frameworks for large language models: A survey, Xiaoxia LIU, Jingyi WANG, Jun SUN, Xiaohan YUAN, Guoliang DONG, Peng DI, Wenhai WANG, and Dongxia WANG Journal Article

Propaganda AI: An analysis of semantic divergence in large language models, Nay Myat MIN, Long H. PHAM, Yige LI, and Jun SUN Conference Proceeding Article

RADAR: Learning to route with asymmetry-aware distance representations, Hang YI, Ziwei HUANG, Yining MA, and Zhiguang CAO Conference Proceeding Article

Real-time motion-controllable autoregressive video diffusion, Kesen ZHAO, Jiaxin SHI, Beier ZHU, Junbao ZHOU, Xiaolong SHEN, Yuan ZHOU, Qianru SUN, and Hanwang ZHANG Conference Proceeding Article

Reasoning on time-series for financial technical analysis, Kelvin J. L. KOA, Jan CHEN, Yunshan MA, Huanhuan ZHENG, and Tat-Seng CHUA Conference Proceeding Article

Reducing class-wise performance disparity via margin regularization, Beier ZHU, Kesen ZHAO, Jiequan CUI, Qianru SUN, Yuan ZHOU, Xun YANG, and Hanwang ZHANG Conference Proceeding Article

Refining hybrid genetic search for CVRP via reinforcement learning-finetuned LLM, Rongjie ZHU, Cong ZHANG, and Zhiguang CAO Conference Proceeding Article

RESCHED: Rethinking flexible job shop scheduling from a Transformer-based architecture with simplified states, Xiangjie XIAO, Cong ZHANG, Wen SONG, and Zhiguang CAO Conference Proceeding Article

Rethinking artifact evaluation for software engineering in the age of generative AI, Christoph TREUDE, Christopher M. POSKITT, and Rashina HODA Conference Proceeding Article

RRNCO: Towards real-world routing with neural combinatorial optimization, Jiwoo SON, Zhikai ZHAO, Federico BERTO, Chuanbo HUA, Zhiguang CAO, Changhyun KWON, and Jinkyoo PARK Conference Proceeding Article

SEMat: Semantic enhanced natural image interactive matting, Ruihao XIA, Yu LIANG, Peng-Tao JIANG, Hao ZHANG, Qianru SUN, Yang TANG, Bo LI, and Pan ZHOU Journal Article

Stacked from one: Multi-scale self-injection for context window extension, Wei HAN, Pan ZHOU, and Shuicheng YAN Conference Proceeding Article

Super LiDAR intensity for robotic perception, Wei GAO, Jie ZHANG, Mingle ZHAO, Zhiyuan ZHANG, Shu KONG, Maani GHAFFARI, Dezhen SONG, Chengzhong XU, and Hui KONG Journal Article

TeamWise: Exploring virtually embodied AI facilitation for video-based team onboarding, Venkata Akhila Rani OBILISETTY, Mikkeline ELLEBY, Anthony TANG, and April Yi WANG Conference Proceeding Article

ThinkTank-ME: A multi-expert framework for Middle East event forecasting, Haoxuan LI, He CHANG, Yunshan MA, Yi BIN, Yang YANG, See-Kiong NG, and Tat-Seng CHUA Conference Proceeding Article

Towards efficient constraint handling in neural solvers for routing problems, Jieyi BI, Zhiguang CAO, Jianan ZHOU, Wen SONG, Yaoxin WU, Jie ZHANG, Yining MA, and Cathy WU Conference Proceeding Article

TRACE: Securing smart contract repository against access control vulnerability, Chong CHEN, Lingfeng BAO, David LO, Yanlin WANG, Zhenyu SHAN, Ting CHEN, Guangqiang YIN, Jianxing YU, Zibin ZHENG, and Jiachi CHEN Journal Article

TrustGen: A platform of dynamic benchmarking on the trustworthiness of generative foundation models, Yue HUANG and et. al Conference Proceeding Article

Understanding codebase like a professional! Human-AI collaboration for code comprehension, Jie GAO, Yue XUE, Xiaofei XIE, Junming CAO, SoeMin THANT, Erika LEE, and Bowen XU Conference Proceeding Article

Visual Loop: Bridging the cognitive gap in software development through visual-AI collaboration, Luis Filipe Fernandes GOMES, Xin ZHOU, David LO, and Rui ABREU Conference Proceeding Article

Weakly supervised video anomaly detection and localization with spatio-temporal prompts, Peng WU, Xuerong ZHOU, Guansong PANG, Zhiwei YANG, Qingsen YAN, Peng WANG, and Yanning ZHANG Conference Proceeding Article

Where did it go wrong? Attributing undesirable LLM behaviors via representation gradient tracing, Zhe LI, Wei ZHAO, Yige LI, and Jun SUN Conference Proceeding Article

Who said CVE? How vulnerability identifiers are mentioned by humans, bots, and agents in pull requests, Pien ROOIJENDIJK, Christoph TREUDE, and Mairieli WESSEL Conference Proceeding Article

Who you explain to matters: Learning by explaining to conversational agents with different pedagogical roles, Zhengtao XU, Junti ZHANG, Anthony TANG, and Yi-Chieh LEE Conference Proceeding Article

Prompt engineering in LLMs for automated unit test generation: A large-scale study, Wendkuuni C. Ouedraogo, Abdoul Kader Kabore, Yinghua Li, Haoye Tian, Anil Koyuncu, Jacques Klein, David LO, and Tegawende F. Bissyande Journal Article

Phenotype-aware imitation learning for small, oriented object detection in remote sensing, Tong NIU, Qizhi TENG, Xiaohai HE, Honggang CHEN, Linbo QING, and Shengfeng HE Journal Article

Txtail: A practical transaction relay incentive scheme for Bitcoin, Xiaopeng DAI, Qianhong WU, Mingming WANG, Bo QIN, Fuyang DENG, Mingzhe ZHAI, and Robert H. DENG Journal Article

Addressing graph heterogeneity and heterophily from a spectral perspective, Kangkang LU, Yanhua YU, Ruopei GUO, Nan CHENG, Zhiyong HUANG, Yunshan MA, Meiyu LIANG, Yuling WANG, Xiting QIN, Yimeng REN, and Tat-Seng CHUA Journal Article

A knowledge transfer-based membrane evolutionary algorithm for solving large-scale sorted waste collection problem with timeliness, Wenxue ZHANG, Boquan GAO, Aldy GUNAWAN, Yunyun Niu, and Jianhua Xiao Journal Article

A novel privacy-preserving user information queries scheme with functional policy, Yuhang LEI, Rui SHI, Yang YANG, Chunjie CAO, and Huamin FENG Journal Article

ChatTracker: Enhancing visual tracking via LLM-driven iterative description refinement, Yu ZHANG; Yiming SUN; Mi ZHANG; Fan YU; Shaoxiang CHEN; Yang LI; Changbo WANG; Jianke ZHU; and HOI, Steven C. H. Journal Article

CodeUltraFeedback: An LLM-as-a-Judge dataset for aligning Large Language Models to coding preferences, Martin Weyssow, Aton Kamanda, Xin ZHOU, and Houari Sahraoui Journal Article

Compositions of variant experts for integrating short-term and long-term preferences, Dinh Hieu DO and Hady Wirawan LAUW Journal Article

Comprehensively evaluating the perception systems of autonomous vehicles against hazards, Xiaodong ZHANG, Jie BAO, Jianlei CHI, Jun SUN, and Zijiang YANG Journal Article

CylindFormer: Image-to-Point cloud registration with cylindrical transformer, Jingtao WANG, Hao TANG, Yanpeng SUN, Shengfeng HE, and Zechao LI Journal Article

Deep learning approaches for anti-money laundering on mobile transactions: Review, framework, and directions, Jiani FAN, Lwin Khin SHAR, Ruichen ZHANG, Ziyao LIU, Wenzhuo YANG, Dusit NIYATO, and Kwok-Yan LAM Journal Article

EdgeCLIP: Injecting edge-awareness into visual-language models for zero-shot semantic segmentation, Jiaxiang FANG, Shiqiang MA, Guihua DUAN, Fei GUO, and Shengfeng HE Journal Article

Efficient active training for deep LiDAR odometry, Beibei ZHOU, Zhiyuan ZHANG, Zhenbo SONG, Jianhui GUO, and Hui KONG Journal Article

Evolving task-agnostic features from task-specific priors for multi-task dense prediction, Qi LI, Jiexin LUO, Wenqi DENG, Wenjie YANG, Fei CHEN, Yuanlong YU, Jia PAN, Shengfeng HE, and Wenxi LIU Journal Article

Exploring Neural Network structure code reuse in the open-source community for improving maintenance, Xiaoning Ren, Yuekun WANG, Chongyang Liu, Yueming Wu, Qiang Hu, Lijun Zhang, and Yinxing Xue Journal Article

Identifying and mitigating API misuse in large language models, Terry Yue ZHUO, Junda HE, Jiamou SUN, Zhenchang XING, David LO, John GRUNDY, and Xiaoning DU Journal Article

Improving credit card transaction fraud detection using CVQBoosting, Bethel Hui Ting LOKE, Nirvik SAHOO, Bingyan GUAN, Minrui XU, Dev VERMA, and Paul R. GRIFFIN Conference Proceeding Article

Interpretable machine learning for personalized profiling of mild cognitive impairment from daily activities, Budhitama SUBAGDJA, Ah-hwee TAN, Kenneth KWOK, and Iris RAWTAER Conference Proceeding Article

Invert your prompt: Editing-aware diffusion inversion, Yangyang XU, Wenqi SHAO, Yong DU, Haiming ZHU, Yang ZHOU, Jiayuan XIE, Ping LUO, and Shengfeng HE Journal Article

Learning to search for vehicle routing with multiple time windows, Kuan XU, Zhiguang CAO, Chenlong ZHENG, and Lindong LIU Journal Article

Navigation beyond wayfinding: Robots collaborating with visually impaired users for environmental interactions, Shaojun Cai, Nuwan Janaka, Ashwin Ram, Janidu Shehan, Yingjia Wan, Kotaro HARA, and David Hsu Conference Proceeding Article

OpenCIL: Benchmarking out-of-distribution detection in class incremental learning, Wenjun MIAO, Guansong PANG, Trong-Tung NGUYEN, Ruohuan FANG, Jin ZHENG, and Xiao BAI Journal Article

PLM-effector: Unleashing the potential of protein language models for bacterial secreted protein prediction, Dandan Zheng, Lihong Chen, Guansong PANG, and Jian Yang Journal Article

Private set intersection: A systematic review, Yunbo YANG, Defan ZHU, Jianting NING, Qi FENG, Xiaoguo LI, Yuejia CHENG, Guomin YANG, and Kui REN Journal Article

Secure multi-character searchable encryption supporting rich search functionalities, Qing WANG, Donghui HU, Meng LI, Yan QIAO, Guomin YANG, and Mauro CONTI Journal Article

Single-frame supervision for temporal video anomaly grounding, Yuzhou LONG, Peng WU, Yuting YAN, Guansong PANG, Peng WANG, and Yanning ZHANG Journal Article

CellScout: Visual analytics for mining biomarkers in cell state discovery, Rui SHENG, Zelin ZANG, Jiachen WANG, Yan LUO, Zixin CHEN, Yan ZHOU, Shaolun RUAN, and Huamin QU Journal Article

Constrained pricing in logit-based revenue management, Qian SHAO, Tien MAI, and Shih-Fen CHENG Journal Article

Cost-effective adversarial attacks against Code LLM with model attention, Weifeng SUN, Naiqi HUANG, Meng YAN, Li HUANG, Zhangxin LIU, Xiao LIU, and David LO Journal Article

Defending Code Language Models against backdoor attacks with deceptive cross-entropy loss, Guang YANG, Yu ZHOU, Xiangyu ZHANG, Xiang CHEN, Terry Yue ZHUO, David LO, and Taolue CHEN Journal Article

Efficient function orchestration for Large Language Models, Xiaoxia LIU, Peng DI, Cong LI, Jun SUN, and Jingyi WANG Journal Article

Exploring JVM Garbage Collector testing with event-coverage, Kai ZHENG, Yingquan ZHAO, Junjie CHEN, Hanmo YOU, Haoyu WANG, Haoyu WANG, and Tianchang GAO Journal Article

FCGHunter: Towards evaluating robustness of graph-based Android malware detection, Shiwen SONG, Xiaofei XIE, Ruitao FENG, Qi GUO, and Sen CHEN Journal Article

Fortifying the seams between C/C++ and Rust: Characterizing bugs in interop tools, Xuemeng CAI, Jiakun LIU, Cunyang LIU, Lingfeng BAO, Yijun YU, and Lingxiao JIANG Journal Article

Grounding is all you need? Dual temporal grounding for video dialog, You QIN, Wei JI, Xinze LAN, Hao FEI, Xun YANG, Dan GUO, Roger ZIMMERMANN, and Lizi LIAO Journal Article

G-TRAC: Graph-textual representations alignment for cold-start recommendations, Li Yang CHANG, Yuan FANG, Ming Feng TSAI, and Chuan Ju WANG Conference Proceeding Article

Lagrangian motion fields for long-term motion generation, Yifei YANG, Zikai HUANG, Chenshu XU, and Shengfeng HE Journal Article

Learnable game-theoretic policy optimization for data-centric self-explanation rationalization, Yunxiao ZHAO, Zhiqiang WANG, Xingtong YU, Xiaoli LI, Jiye LIANG, and Ru LI Journal Article

Less is more: DocString compression in code generation, Guang YANG, Yu ZHOU, Wei CHENG, Xiangyu ZHANG, Xiang CHEN, Terry Yue ZHUO, Xin ZHOU, Ke LIU, David LO, and Taolue CHEN Journal Article

Light cone cancellation for variational quantum eigensolver in solving noisy Max-Cut, Xinwei Lee, Xinjian Yan, Ningyi Xie, Yoshiyuki Saito, Leo Kurosawa, Nobuyoshi Asai, Dongsheng Cai, and Hoong Chuin LAU Journal Article

MM-AttacKG: A multimodal approach to attack graph construction with large language models, Yongheng ZHANG, Xinyun ZHAO, Yunshan MA, Haokai MA, Yingxiao GUAN, Guozheng YANG, Yuliang LU, and Xiang WANG Journal Article

Multi-way cascade-attention network for multi-modal sequential recommendation, Bin WU, Long CHEN, Yuheng FU, Yunshan MA, Mingliang XU, and Tat-Seng CHUA Journal Article

Obstructive sleep apnea prediction: A comprehensive review and comparative study, Thi Khanh Chi HUYNH, Amonae DABBS-BROWN, Anna JUREK-LOUGHREY, James MULHALL, Tuan Dung PHAM, Ngoc Phu DOAN, Viet Hung TRAN, Zichi ZHANG, Xuan Hoang NGUYEN, Yimeng AN, Peixin LI, Phi Hung NGUYEN, Thi Linh HOANG, Xinming SHI, Hans VANDIERENDONCK, Sebastien BAILLY, Jean-Louis PÉPIN, and Thai Son MAI Journal Article

PriSrv+: Privacy and usability-enhanced wireless service discovery with fast and expressive matchmaking encryption, Yang YANG; Guomin YANG; Yingjiu LI; Pengfei WU; Rui SHI; Minming HUANG; Jian WENG; Hwee Hwa PANG; and DENG, Robert H. Conference Proceeding Article

Prompt tuning without labeled samples for Zero-Shot Node Classification in text-attributed graphs, Sethupathy Parameswaran, Suresh Sundaram, and Yuan FANG Conference Proceeding Article

Quantum Chebyshev transform-based graph neural networks for financial fraud detection, Minrui XU, Bingyan GUAN, Bethel Hui Ting LOKE, and Paul R. GRIFFIN Journal Article

Subgraph-centric multi-agent reinforcement learning for multi-hop knowledge graph reasoning, Tao HE, Zerui CHEN, Lizi LIAO, Yixin CAO, Yuanxing LIU, Wei TANG, Xun MAO, and Bing QIN Journal Article

The Feelit System: Application content-aware perspectives and challenges on understanding user likes in social network posts, Konstantinos THEOCHARIDIS, Hady W. LAUW, and Panagiotis KARRAS Journal Article

The gains do not make up for the losses: A comprehensive evaluation for safety alignment of large language models via machine unlearning, Weixiang ZHAO, Yulin HU, Xingyu SUI, Zhuojun LI, Yang DENG, Yanyan ZHAO, Bing QIN, and Wanxiang CHE Journal Article

VERCATION: Precise vulnerable open-source software version identification based on static analysis and LLM, Yiran CHENG, Ting ZHANG, Lwin Khin SHAR, Shouguo YANG, Chaopeng DONG, David LO, Shichao LV, Zhiqiang SHI, and Limin SUN Journal Article

Zero-shot video translation via token warping, Haiming ZHU, Yangyang XU, Jun YU, and Shengfeng HE Journal Article

Deep reinforcement learning for solving hybrid flow shop scheduling problems with limited buffers, Conghui WANG, Zhiguang CAO, Arne SUPPE, Yaoxin WU, Yangguang LU, and Guohua WU Journal Article

Individual trip prediction on multi-mode transit system by identifying transit mode and trip regularity using smart card data, Hsiao-Ting HUANG, Bijay Prasad JAYAYSAWAL, Jen-Wei HUANG, Chih-Chieh HUNG, and Baihua ZHENG Journal Article

A case study of gender and online team communication in software engineering education, Rita GARCIA and Christoph TREUDE Journal Article

Actor-critic for continuous action chunks: a reinforcement learning framework for long-horizon robotic manipulation with sparse reward, Jiarui YANG, Bin ZHU, Jingjing CHEN, and Yu-Gang JIANG Conference Proceeding Article

A general algorithm for assortment optimization under random utility choice models, Tien MAI and Andrea LODI Book Chapter

AiRacleX: Automated detection of price oracle manipulations via LLM-driven knowledge mining and prompt generation, Bo GAO, Yuan WANG, Qingsong WEI, Yong LIU, Rick Siow Mong GOH, and David LO Journal Article

AI systems for physicians: A review from socio-technical and human-computer interaction perspectives, Wu Jiaqi YOUNG and Fiona Fui-hoon NAH Conference Proceeding Article

Analysis theories on Artificial Intelligence, ChatGPT, Data Science, and Metaverse: The case of digital medicine, Yin YANG, Xingyun LIU, Jorge Luis Cuyubamba Dominguez, Yuan FANG, Wen XIE, Bairong SHEN, and Keng SIAU Journal Article