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National University of Singapore(新加坡国立大学)

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2505.13004 2025-05-20 cs.CL

EffiBench-X: A Multi-Language Benchmark for Measuring Efficiency of LLM-Generated Code

Yuhao Qing, Boyu Zhu, Mingzhe Du, Zhijiang Guo, Terry Yue Zhuo, Qianru Zhang, Jie M. Zhang, Heming Cui, Siu-Ming Yiu, Dong Huang, See-Kiong Ng, Luu Anh Tuan

机构 * HKU(香港大学) UCL(伦敦大学学院) NTU(南洋理工大学) NUS(新加坡国立大学) HKUST (GZ)(香港科技大学(广州)) HKUST(香港科技大学) Monash University(莫纳什大学) CSIRO’s Data61(澳大利亚联邦科学与工业研究组织Data61分部) KCL(伦敦大学国王学院)

Comments Under Review

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2504.19627 2025-05-20 cs.CL cs.AI cs.CV cs.LG

VCM: Vision Concept Modeling Based on Implicit Contrastive Learning with Vision-Language Instruction Fine-Tuning

Run Luo, Renke Shan, Longze Chen, Ziqiang Liu, Lu Wang, Min Yang, Xiaobo Xia

机构 * Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences(中国科学院深圳先进技术研究所) University of Chinese Academy of Sciences(中国科学院大学) National University of Singapore(新加坡国立大学) MoE Key Laboratory of Brain-inspired Intelligent Perception and Cognition, University of Science and Technology of China(中国科学技术大学脑启发智能感知与认知教育部重点实验室)

Comments VCM

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2504.16096 2025-05-20 q-bio.NC cs.AI cs.CV

BrainPrompt: Multi-Level Brain Prompt Enhancement for Neurological Condition Identification

Jiaxing Xu, Kai He, Yue Tang, Wei Li, Mengcheng Lan, Xia Dong, Yiping Ke, Mengling Feng

机构 * College of Computing and Data Science, Nanyang Technological University, Singapore(南洋理工大学计算与数据科学学院) Saw Swee Hock School of Public Health at National University of Singapore, Singapore(新加坡国立大学 Saw Swee Hock 公共卫生学院) Xi’an Jiaotong University, Xi’an, Shaanxi(西安交通大学) S-Lab, Nanyang Technological University, Singapore(南洋理工大学 S 实验室)

Comments Early accepted by MICCAI 2025

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2412.17061 2025-05-20 cs.CL

Multi-Agent Sampling: Scaling Inference Compute for Data Synthesis with Tree Search-Based Agentic Collaboration

Hai Ye, Mingbao Lin, Hwee Tou Ng, Shuicheng Yan

机构 * National University of Singapore(国立新加坡大学) Skywork AI

Comments In submission

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2505.12605 2025-05-20 cs.CV

Temporal-Oriented Recipe for Transferring Large Vision-Language Model to Video Understanding

Thong Nguyen, Zhiyuan Hu, Xu Lin, Cong-Duy Nguyen, See-Kiong Ng, Luu Anh Tuan

机构 * National University of Singapore(新加坡国立大学) Nanyang Technological University(南洋理工大学)

Comments In Progress

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2505.12511 2025-05-20 cs.CL

DS-ProGen: A Dual-Structure Deep Language Model for Functional Protein Design

Yanting Li, Jiyue Jiang, Zikang Wang, Ziqian Lin, Dongchen He, Yuheng Shan, Yanruisheng Shao, Jiayi Li, Xiangyu Shi, Jiuming Wang, Yanyu Chen, Yimin Fan, Han Li, Yu Li

机构 * The Chinese University of Hong Kong(香港中文大学) Hong Kong University of Science and Technology (Guangzhou)(香港科学与技术大学(广州)) The Hong Kong Polytechnic University(香港理工大学) National University of Singapore(新加坡国立大学)

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2505.12253 2025-05-20 cs.CV

LLaVA-4D: Embedding SpatioTemporal Prompt into LMMs for 4D Scene Understanding

Hanyu Zhou, Gim Hee Lee

机构 * School of Computing, National University of Singapore(计算学院,新加坡国立大学)

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2505.12107 2025-05-20 cs.LO cs.AI cs.FL

Learning Probabilistic Temporal Logic Specifications for Stochastic Systems

Rajarshi Roy, Yash Pote, David Parker, Marta Kwiatkowska

机构 * University of Oxford(牛津大学) National University of Singapore(国立新加坡大学)

Comments Full version of the paper that appears in IJCAI'25

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2505.11861 2025-05-20 cs.AI cs.CL

Fair-PP: A Synthetic Dataset for Aligning LLM with Personalized Preferences of Social Equity

Qi Zhou, Jie Zhang, Dongxia Wang, Qiang Liu, Tianlin Li, Jin Song Dong, Wenhai Wang, Qing Guo

机构 * Zhejiang University(浙江大学) IHPC and CFAR, A*STAR(IHPC和CFAR,A*STAR) Nanyang Technological University(南洋理工大学) National University of Singapore(新加坡国立大学)

Comments under review

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2505.11833 2025-05-20 cs.AI

ToLeaP: Rethinking Development of Tool Learning with Large Language Models

Haotian Chen, Zijun Song, Boye Niu, Ke Zhang, Litu Ou, Yaxi Lu, Zhong Zhang, Xin Cong, Yankai Lin, Zhiyuan Liu, Maosong Sun

机构 * Department of Computer Science and Technology, Tsinghua University(清华大学计算机科学与技术系) Dalian University of Technology(大连理工大学) University of Sydney(悉尼大学) Waseda University(早稻田大学) National University of Singapore(新加坡国立大学) Gaoling School of Artificial Intelligence, Renmin University of China(中国人民大学人工智能学院)

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2504.05812 2025-05-20 cs.LG

Right Question is Already Half the Answer: Fully Unsupervised LLM Reasoning Incentivization

Qingyang Zhang, Haitao Wu, Changqing Zhang, Peilin Zhao, Yatao Bian

机构 * Tianjin University(天津大学) Tencent AI Lab(腾讯AI实验室) NUS(新加坡国立大学)

Comments Ongoing work. First released on April 8, 2025

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2503.19325 2025-05-20 cs.CV

Long-Context Autoregressive Video Modeling with Next-Frame Prediction

Yuchao Gu, Weijia Mao, Mike Zheng Shou

机构 * Showlab, National University of Singapore(新加坡国立大学Showlab)

Comments Project page at https://farlongctx.github.io/

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2410.21415 2025-05-20 cs.MA cs.AI cs.LG cs.RO

Deploying Ten Thousand Robots: Scalable Imitation Learning for Lifelong Multi-Agent Path Finding

He Jiang, Yutong Wang, Rishi Veerapaneni, Tanishq Duhan, Guillaume Sartoretti, Jiaoyang Li

机构 * Robotics Institute, Carnegie Mellon University(卡内基梅隆大学机器人研究所) Department of Mechanical Engineering, National University of Singapore(新加坡国立大学机械工程系)

Comments Accepted by ICRA 2025

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2408.12249 2025-05-20 cs.CL cs.AI cs.LG

LLMs are not Zero-Shot Reasoners for Biomedical Information Extraction

Aishik Nagar, Viktor Schlegel, Thanh-Tung Nguyen, Hao Li, Yuping Wu, Kuluhan Binici, Stefan Winkler

机构 * ASUS Intelligent Cloud Services (AICS)(ASUS智能云服务) Imperial College London(伦敦帝国学院) University of Manchester(曼彻斯特大学) National University of Singapore(新加坡国立大学)

Comments 15 pages

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2408.06099 2025-05-20 cs.LG cs.CY

Approximating Discrimination Within Models When Faced With Several Non-Binary Sensitive Attributes

Yijun Bian, Yujie Luo, Ping Xu

机构 * Department of Computer Science, University of Copenhagen(哥本哈根大学计算机科学系) Department of Mathematics, National University of Singapore(新加坡国立大学数学系) Department of Electrical and Computer Engineering, The University of Texas Rio Grande Valley(德克萨斯大学里奥格兰德谷电子与计算机工程系)

Comments The first two authors contributed equally, listed in alphabetical order

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2505.11383 2025-05-19 cs.CV cs.RO

Dynam3D: Dynamic Layered 3D Tokens Empower VLM for Vision-and-Language Navigation

Zihan Wang, Seungjun Lee, Gim Hee Lee

机构 * School of Computing, National University of Singapore(计算学院,新加坡国立大学)

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2505.11049 2025-05-19 cs.AI cs.CR

GuardReasoner-VL: Safeguarding VLMs via Reinforced Reasoning

Yue Liu, Shengfang Zhai, Mingzhe Du, Yulin Chen, Tri Cao, Hongcheng Gao, Cheng Wang, Xinfeng Li, Kun Wang, Junfeng Fang, Jiaheng Zhang, Bryan Hooi

机构 * National University of Singapore(新加坡国立大学) Nanyang Technological University(南洋理工大学)

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2409.18865 2025-05-19 stat.ML cs.AI cs.CV cs.LG cs.SI

Positional Encoder Graph Quantile Neural Networks for Geographic Data

William E. R. de Amorim, Scott A. Sisson, T. Rodrigues, David J. Nott, Guilherme S. Rodrigues

机构 * University of Brasília(巴西布拉斯提拉大学) University of New South Wales, Sydney(新南威尔士大学悉尼分校) National University of Singapore(新加坡国立大学)

Comments 12 main text pages, 4 figures

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2409.04388 2025-05-19 cs.CV cs.AI cs.MM

Question-Answering Dense Video Events

Hangyu Qin, Junbin Xiao, Angela Yao

机构 * National University of Singapore(新加坡国立大学)

Comments Accepted to SIGIR'25

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2505.10057 2025-05-16 cs.LG

JointDistill: Adaptive Multi-Task Distillation for Joint Depth Estimation and Scene Segmentation

Tiancong Cheng, Ying Zhang, Yuxuan Liang, Roger Zimmermann, Zhiwen Yu, Bin Guo

机构 * Northwestern Polytechnical University(北华理工大学) Hong Kong University of Science and Technology (Guangzhou)(香港理工大学(广州)) National University of Singapore(新加坡国立大学) Harbin Engineering University(哈尔滨工程大学)

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2505.00551 2025-05-16 cs.CL

100 Days After DeepSeek-R1: A Survey on Replication Studies and More Directions for Reasoning Language Models

Chong Zhang, Yue Deng, Xiang Lin, Bin Wang, Dianwen Ng, Hai Ye, Xingxuan Li, Yao Xiao, Zhanfeng Mo, Qi Zhang, Lidong Bing

机构 * MiroMind(米罗Mind) Fudan University(复旦大学) National University of Singapore(新加坡国立大学) Singapore University of Technology and Design(新加坡科技设计大学) Nanyang Technological University(南洋理工大学)

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2505.09456 2025-05-15 quant-ph cs.AI cs.LG

Quantum state-agnostic work extraction (almost) without dissipation

Josep Lumbreras, Ruo Cheng Huang, Yanglin Hu, Mile Gu, Marco Tomamichel

机构 * Centre for Quantum Technologies, National University of Singapore(量子技术中心,新加坡国立大学) Nanyang Quantum Hub, School of Physical and Mathematical Sciences, Nanyang Technological University(南洋量子枢纽,南洋理工大学物理与数学科学学院) MajuLab, CNRS-UNS-NUS-NTU International Joint Research Unit, UMI 3654(MajuLab,CNRS-UNS-NUS-NTU国际联合研究单位,UMI 3654) Department of Electrical and Computer Engineering, National University of Singapore(电子与计算机工程系,新加坡国立大学)

Comments 5 pages+14 pages, 2 figures

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2505.09323 2025-05-15 eess.IV cs.CV

Q-space Guided Collaborative Attention Translation Network for Flexible Diffusion-Weighted Images Synthesis

Pengli Zhu, Yingji Fu, Nanguang Chen, Anqi Qiu

机构 * Department of Health Technology and Informatics, Hong Kong Polytechnic University(香港理工大学健康科技与信息技术系) Department of Biomedical Engineering, National University of Singapore(新加坡国立大学生物医学工程系) Department of Biomedical Engineering, The Johns Hopkins University(约翰霍普金斯大学生物医学工程系)

Comments MICCAI 2025

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2505.09295 2025-05-15 cs.CY cs.AI cs.LG

Toward Fair Federated Learning under Demographic Disparities and Data Imbalance

Qiming Wu, Siqi Li, Doudou Zhou, Nan Liu

机构 * Duke-NUS Medical School(杜克-国立新加坡大学医学院) National University of Singapore(国立新加坡大学)

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2505.09266 2025-05-15 physics.optics cs.LG quant-ph

Enhanced Photonic Chip Design via Interpretable Machine Learning Techniques

Lirandë Pira, Airin Antony, Nayanthara Prathap, Daniel Peace, Jacquiline Romero

机构 * Centre for Quantum Technologies, National University of Singapore(量子技术中心,新加坡国立大学) School of Mathematics and Physics, University of Queensland(数学与物理学院,昆士兰大学) Australian Research Council Centre of Excellence for Engineered Quantum Systems(澳大利亚研究理事会工程量子系统卓越中心)

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2505.09144 2025-05-15 cs.RO

Latent Theory of Mind: A Decentralized Diffusion Architecture for Cooperative Manipulation

Chengyang He, Gadiel Sznaier Camps, Xu Liu, Mac Schwager, Guillaume Sartoretti

机构 * National University of Singapore(新加坡国立大学) Stanford University(斯坦福大学)

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2505.09098 2025-05-15 cs.IT cs.LG math.IT math.ST stat.TH

Statistical Mean Estimation with Coded Relayed Observations

Yan Hao Ling, Zhouhao Yang, Jonathan Scarlett

机构 * Department of Computer Science, School of Computing, National University of Singapore(计算机科学系,计算学院,新加坡国立大学) Department of Applied Mathematics and Statistics(应用数学与统计系) Department of Computer Science, Department of Mathematics, and Institute of Data Science, National university of Singapore(计算机科学系,数学系,数据科学研究所,新加坡国立大学)

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2505.07086 2025-05-15 cs.LG q-bio.BM

Multi-Objective-Guided Discrete Flow Matching for Controllable Biological Sequence Design

Tong Chen, Yinuo Zhang, Sophia Tang, Pranam Chatterjee

机构 * Department of Biomedical Engineering, Duke University(杜克大学生物医学工程系) Department of Computer Science, Fudan University(复旦大学计算机科学系) Center of Computational Biology, Duke-NUS Medical School(杜克-新加坡国立大学医学学校计算生物学中心) Management and Technology Program, University of Pennsylvania(宾夕法尼亚大学管理与技术项目) Department of Computer Science, Duke University(杜克大学计算机科学系) Department of Biostatistics and Bioinformatics, Duke University(杜克大学生物统计与生物信息学系)

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2505.08581 2025-05-14 cs.CV eess.IV q-bio.TO

ReSurgSAM2: Referring Segment Anything in Surgical Video via Credible Long-term Tracking

Haofeng Liu, Mingqi Gao, Xuxiao Luo, Ziyue Wang, Guanyi Qin, Junde Wu, Yueming Jin

机构 * National University of Singapore(新加坡国立大学) Southern University of Science and Technology(南方科技大学) University of Oxford(牛津大学)

Comments Early accepted by MICCAI 2025

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2504.15026 2025-05-14 cs.CV cs.CR

Gaussian Shading++: Rethinking the Realistic Deployment Challenge of Performance-Lossless Image Watermark for Diffusion Models

Zijin Yang, Xin Zhang, Kejiang Chen, Kai Zeng, Qiyi Yao, Han Fang, Weiming Zhang, Nenghai Yu

机构 * University of Science and Technology of China(中国科学技术大学) Anhui Province Key Laboratory of Digital Security(安徽省数字安全重点实验室) Department of Information Engineering and Mathematics(信息工程与数学系) University of Siena(锡耶纳大学) School of Computing(计算学院) National University of Singapore(新加坡国立大学)

Comments 18 pages, 8 figures

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