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.

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Submissions from 2024

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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

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

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Faster rates for compressed federated learning with client-variance reduction, Haoyu ZHAO, Konstantin BURLACHENKO, Zhize LI, and Peter RICHTARIK Journal Article

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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

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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

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

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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

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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

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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

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

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

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

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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

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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

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

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

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

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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

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

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Reward penalties on augmented states for solving richly constrained RL effectively, Jiang HAO, Tien MAI, Pradeep VARAKANTHAN, and Minh Huy HOANG Conference Proceeding Article

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

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

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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

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

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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

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

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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

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

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

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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

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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

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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

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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

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

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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

PriSrv : Privacy-enhanced and highly usable service discovery in wireless communications, Yang YANG, Robert H. DENG, Guomin YANG, Yingjiu LI, Hwee Hwa PANG, Minming HUANG, Rui SHI, and Jian WENG Conference Proceeding Article

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

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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

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

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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

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

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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

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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

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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

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

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

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Harnessing holistic discourse features and triadic interaction for sentiment quadruple extraction in dialogues, Bobo LI, Hao FEI, Lizi LIAO, and et al Conference Proceeding Article

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

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

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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

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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

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

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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

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

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

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Men are from Mars and women are from Venus: Dyadic collaboration in the metaverse, Shu SCHILLER, Fiona F. NAH, Aaron LUSE, and Keng SIAU Journal Article

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Men are from Mars and women are from Venus: Dyadic collaboration in the metaverse, Shu SCHILLER, Fiona Fui-hoon NAH, Andy LUSE, and Keng SIAU Journal Article

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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

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

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PAM3S: Progressive Two-Stage Auction-Based Multi-Platform Multi-User Mutual Selection Scheme in MCS, Bin LUO; Xinghua LI; Yinbin MIAO; Man ZHANG; Ximeng LIU; Yanbing REN; Xizhao LUO; and DENG, Robert H. Journal Article

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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

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Recommendations with minimum exposure guarantees: A post-processing framework, Ramon LOPES, Rodrigo ALVES, Antoine LEDENT, Rodrygo L. T. SANTOS, and Marius KLOFT Journal Article

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Reverse multi-choice dialogue commonsense inference with graph-of-thought, Li ZHENG, Hao FEI, Fei LI, Bobo Li, Lizi LIAO, Donghong JI, and Chong TENG Conference Proceeding Article

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Robust permissioned blockchain consensus for unstable communication in FANET, Zihao WANG; Hang WANG; Zhuowen LI; Xinghua LI; Yinbin MIAO; Yanbing REN; Yunwei WANG; Zhe REN; and DENG, Robert H. Journal Article

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Simple image-level classification improves open-vocabulary object detection, Ruohuan FANG, Guansong PANG, and Xiao BAI Conference Proceeding Article

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Transition-informed reinforcement learning for large-scale Stackelberg mean-field games., Pengdeng LI, Runsheng YU, Xinrun WANG, and Bo AN Conference Proceeding Article

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Unsupervised training sequence design: Efficient and generalizable agent training, Wenjun LI and Pradeep VARAKANTHAM Conference Proceeding Article

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VibMilk: Non-intrusive milk spoilage detection via smartphone vibration, Yuezhong WU, Wei SONG, Yanxiang WANG, Dong MA, Weitao XU, Mahbub HASSAN, and Wen HU Journal Article

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When evolutionary computation meets privacy, Bowen ZHAO, Wei-Neng CHEN, Xiaoguo LI, Ximeng LIU, Qingqi PEI, and Jun ZHANG Journal Article

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Active code learning: Benchmarking sample-efficient training of code models, Qiang HU, Yuejun GUO, Xiaofei XIE, Maxime CORDY, Lei MA, Mike PAPADAKIS, and Yves Le TRAON Journal Article

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Active discovering new slots for task-oriented conversation, Yuxia WU, Tianhao DAI, Zhedong ZHENG, and Lizi LIAO Journal Article

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Affinity uncertainty-based hard negative mining in graph contrastive learning, Chaoxi NIU, Guansong PANG, and Ling CHEN Journal Article

A privacy-preserving and redactable healthcare blockchain system, Shengmin XU, Jianting NING, Xiaoguo LI, Jiaming YUAN, Xinyi HUANG, and Robert H. DENG Journal Article

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A unified framework for contextual and factoid question generation, Chenhe DONG, Ying SHEN, Shiyang LIN, Zhenzhou LIN, and Yang DENG Journal Article

Beyond result verification: Efficient privacy-preserving spatial keyword query with suppressed leakage, Qiuyun TONG, Xinghua LI, Yinbin MIAO, Yunwei WANG, Ximeng LIU, and Robert H. DENG Journal Article

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Big Code Search: A Bibliography, Kisub KIM, Sankalp GHATPANDE, Dongsun KIM, Xin ZHOU, Kui LIU, Tegawende F. BISSYANDE, Jacques KLEIN, and Traon Yves LE Journal Article

Blockchain-based dynamic time-encapsulated data auditing for outsourcing storage, Chuan ZHANG, Haojun XUAN, Tong WU, Ximeng LIU, Guomin YANG, and Liehuang ZHU Journal Article

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ClearSpeech: Improving voice quality of earbuds using both in-ear and out-ear microphones, Dong MA, Ting DANG, Ming DING, and Rajesh Krishna BALAN Journal Article

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ConceptThread: Visualizing threaded concepts in MOOC videos, Zhiguang ZHOU, Li YE, Lihong CAI, Lei WANG, Yigang WANG, Yongheng WANG, Wei CHEN, and Yong WANG Journal Article

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Continual learning, fast and slow, Quang Anh PHAM, Chenghao LIU, and Steven C. H. HOI Journal Article

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Conversational localization: Indoor human localization through intelligent conversation, Sheshadri SMITHA and Kotaro HARA Journal Article

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Cooperative trucks and drones for rural last-mile delivery with steep roads, Jiuhong XIAO, Ying LI, Zhiguang CAO, and Jianhua XIAO Journal Article

Delving into important samples of semi-supervised old photo restoration: A new dataset and method, Werwei CAI, Huaidong ZHANG, Xuemiao XU, Chenshu XU, Kun ZHANG, and Shengfeng HE Journal Article

Delving into multi-illumination monocular depth estimation: A new dataset and method, Yuan LIANG, Zitian ZHANG, Chuhua XIAN, and Shengfeng HE Journal Article

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Demonstrating canvas-based processing of multiple camera streams at the edge, Ila GOKARN, Hemanth SABBELLA, Yigong HU, Tarek ABDELZAHER, and Archan MISRA Conference Proceeding Article

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DL-DRL: A double-level deep reinforcement learning approach for large-scale task scheduling of multi-UAV, Xiao MAO, Guohua WU, Mingfeng FAN, Zhiguang CAO, and Witold PEDRYCZ Journal Article

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Dynamic meta-path guided temporal heterogeneous graph neural networks, Yugang JI, Chuan SHI, and Yuan FANG Journal Article

Economic policy uncertainty and corporate social responsibility disclosure similarity: Evidence from China, Xingnan XUE, Liwen WANG, and Nan HU Journal Article

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Educational technologies and assessment practices: Evolution and emerging research gaps, LIM MING SOON TRISTAN, GOTTIPATI Swapna, and Michelle L. F. CHEONG Book Chapter

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Efficient privacy-preserving spatial data query in cloud computing, Yinbin MIAO, Yutao YANG, Xinghua LI, Linfeng WEI, Zhiquan LIU, and Robert H. DENG Journal Article

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Efficient unsupervised video hashing with contextual modeling and structural controlling, Jingru DUAN, Yanbin HAO, Bin ZHU, Lechao CHENG, Pengyuan ZHOU, and Xiang WANG Journal Article

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Enabling AI and robotic coaches for physical rehabilitation therapy: Iterative design and evaluation with therapists and post-stroke survivors, Min Hun LEE, Daniel SIEWIOREK, Asim SMAILAGIC, Alexandre BERNARDINO, and Sergi Bermúdez i BADIA Journal Article

Federated learning for software engineering: A case study of code clone detection and defect prediction, Yanming YANG, Xing HU, Zhipeng GAO, Jinfu CHEN, Chao NI, Xin XIA, and David LO Journal Article

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From a timeline contact graph to close contact tracing and infection diffusion intervention, Yipeng ZHANG, Zhifeng BAO, Yuchen LI, Baihua ZHENG, and Xiaoli WANG Journal Article

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Glance to count: Learning to rank with anchors for weakly-supervised crowd counting, Zheng XIONG, Liangyu CHAI, Wenxi LIU, Yongtuo LIU, Sucheng REN, and Shengfeng HE Conference Proceeding Article

Identity-aware variational autoencoder for face swapping, Zonglin LI, Zhaoxin ZHANG, Shengfeng HE, Quanling MENG, Shengping ZHANG, Bineng ZHONG, and Rongrong JI Journal Article

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Instant3D: Instant Text-to-3D Generation, Ming LI, Pan ZHOU, Jia-Wei LIU, Jussi KEPPO, Min LIN, Shuicheng YAN, and Xiangyu XU Journal Article