Spatio-Temporal Directed Graph Learning for Account Takeover Fraud Detection
Comments This paper has been accepted at NeurIPS 2025 workshop New Perspective in Graph Machine Learning (NPGML)
期刊&会议
NeurIPS
Conference on Neural Information Processing Systems · 会议 · Machine Learning
Uncovering Graph Reasoning in Decoder-only Transformers with Circuit Tracing
Comments Accepted by the Workshop on Efficient Reasoning, Neurips 2025
Automated Multi-Agent Workflows for RTL Design
机构 * Chandra Family Department of Electrical and Computer Engineering（查克拉家族电子与计算机工程系）
Comments Accepted: ML for Systems Workshop NeurIPS 2025
Generative Model Inversion Through the Lens of the Manifold Hypothesis
机构 * TMLR Group, Department of Computer Science, Hong Kong Baptist University（香港 Baptist 大学计算机科学系） ； Sydney AI Centre, The University of Sydney（悉尼大学人工智能中心） ； School of Computing and Information Systems, The University of Melbourne（墨尔本大学计算与信息系） ； McCombs School of Business, The University of Texas at Austin（德克萨斯大学奥斯汀分校麦科姆斯商学院）
Comments NeurIPS 2025
EndoBench: A Comprehensive Evaluation of Multi-Modal Large Language Models for Endoscopy Analysis
机构 * Chinese University of Hong Kong（中国香港大学） ； City University of Hong Kong（香港城市大学） ； University of Oxford（牛津大学） ； Shanghai AI Laboratory（上海人工智能实验室） ； The Sixth Affiliated Hospital, Sun Yat-sen University（中山大学第六附属医院）
Comments 40 pages, 22 figures; Accepted by NeurIPS 2025 Dataset and Benchmark Track
Langevin Unlearning: A New Perspective of Noisy Gradient Descent for Machine Unlearning
机构 * Department of Electrical and Computer Engineering（电气与计算机工程系） ； Georgia Institute of Technology（佐治亚理工学院） ； Department of Mathematics（数学系） ； Massachusetts Institute of Technology（麻省理工学院）
Comments NeurIPS 2024 Spotlight. Revise calculation errors
One Filters All: A Generalist Filter for State Estimation
机构 * School of Vehicle and Mobility, Tsinghua University（清华大学车辆与移动系统学院） ； College of Engineering, Peking University（北京大学工程学院） ； College of AI, Tsinghua University（清华大学人工智能学院）
Comments NeurIPS 2025
Learnable Sampler Distillation for Discrete Diffusion Models
机构 * University of Electronic Science and Technology of China（电子科学与技术大学）
Comments NeurIPS 2025
Exploration with Foundation Models: Capabilities, Limitations, and Hybrid Approaches
机构 * School of Electronic Engineering and Computer Science（电子工程与计算机科学学院）
Comments 16 pages, 7 figures. Accepted for presentation at the 39th Conference on Neural Information Processing Systems (NeurIPS 2025) Workshop on the Foundations of Reasoning in Language Models (FoRLM)
Towards Self-Supervised Foundation Models for Critical Care Time Series
机构 * David S. Hippocampus Department of Computer Science Cranberry-Lemon University（Cranberry-Lemon大学计算机科学系）
Comments Accepted to NeurIPS 2025 workshop Learning from Time Series for Health (TS4H)
LatentGuard: Controllable Latent Steering for Robust Refusal of Attacks and Reliable Response Generation
Comments 9-page NeurIPS 2025 preprint including 3 figures and 1 table, with additional appendix material. Prepared using the NeurIPS 2025 preprint template and compiled with pdfLaTeX. All references are included via the provided .bbl file. Figures are in PDF format. No external supplementary files. All necessary style files and images are included
Linear Transformers Implicitly Discover Unified Numerical Algorithms
机构 * Boston University（波士顿大学） ； University of Virginia（弗吉尼亚大学）
Comments To appear at NeurIPS 2025
Calibrated Reasoning: An Explanatory Verifier for Dynamic and Efficient Problem-Solving
机构 * Applied AI Research, Cerebras（应用人工智能研究，Cerebras）
Comments 39th Conference on Neural Information Processing Systems (NeurIPS 2025) Workshop: Efficient Reasoning
Non-Clairvoyant Scheduling with Progress Bars
Comments NeurIPS 2025
EgoBridge: Domain Adaptation for Generalizable Imitation from Egocentric Human Data
机构 * Georgia Institute of Technology（佐治亚理工学院）
Comments Accepted at 39th Conference on Neural Information Processing Systems (NeurIPS 2025) and Oral at Conference on Robot Learning (CoRL 2025)
Improved Therapeutic Antibody Reformatting through Multimodal Machine Learning
机构 * University of Pennsylvania（宾夕法尼亚大学） ； BigHat Biosciences（BigHat生物技术公司）
Comments NeurIPS 2025 AI4Science Workshop and NeurIPS 2025 Multi-modal Foundation Models and Large Language Models for Life Sciences Workshop
Mouse-Guided Gaze: Semi-Supervised Learning of Intention-Aware Representations for Reading Detection
Comments Accepted at NeurIPS 2025 Foundation Models for the Brain and Body NeurIPS 2025 Workshop
The Platonic Universe: Do Foundation Models See the Same Sky?
机构 * Independent Researcher（独立研究者） ； AstroAI ； Harvard-Smithsonian CfA（哈佛-史密松天体物理中心） ； University of Hertfordshire（赫特福德郡大学） ； Washington University St. Louis（圣路易斯华盛顿大学） ； Space Telescope Science Institute（空间望远镜科学研究所） ； Johns Hopkins University（约翰霍普金斯大学）
Comments 9 pages, 3 tables, 1 figure. Accepted as a workshop paper to Machine Learning and the Physical Sciences at NeurIPS 2025
Mixture of Noise for Pre-Trained Model-Based Class-Incremental Learning
机构 * School of Artificial Intelligence, OPtics and ElectroNics, Northwestern Polytechnical University（人工智能学院、光学与电子学院、西北工业大学） ； Institute of Artificial Intelligence (TeleAI) of China Telecom（中国电信人工智能研究院） ； School of Computer Science & School of Artificial Intelligence, Shanghai Jiao Tong University（计算机科学学院及人工智能学院、上海交通大学） ； University of Hong Kong（香港大学）
Comments Accepted by NeurIPS 2025. Code is available at https://github.com/ASCIIJK/MiN-NeurIPS2025
Causality-Induced Positional Encoding for Transformer-Based Representation Learning of Non-Sequential Features
机构 * Department of Computer Science, Emory University（埃默里大学计算机科学系） ； School of Statistics and Mathematics, Zhongnan University of Economics and Law（中南财经政法大学统计与数学学院） ； School of Medicine, Department of Human Genetics, Emory University（埃默里大学医学院人类遗传学系）
Comments Accepted by NeurIPS 2025
Efficient Rectified Flow for Image Fusion
机构 * City University of Hong Kong（香港城市大学） ； Dalian University of Technology（大连理工大学） ； Chinese University of Hong Kong（香港中文大学） ； Zhejiang University（浙江大学）
Comments Accepted by NeurIPS 2025
Minimal Semantic Sufficiency Meets Unsupervised Domain Generalization
机构 * AI 3（人工智能3） ； Fudan University（复旦大学） ； Shanghai Academy of Artificial Intelligence for Science（上海人工智能科学研究院） ； The University of Queensland（昆士兰大学）
Comments Accepted by NeurIPS 2025
No Encore: Unlearning as Opt-Out in Music Generation
机构 * Sungkyunkwan University（成均馆大学） ； Sogang University（ソガン大学） ； Carnegie Mellon University（卡内基梅隆大学）
Comments NeurIPS 2025 Workshop on AI for Music
FedRAIN-Lite: Federated Reinforcement Algorithms for Improving Idealised Numerical Weather and Climate Models
机构 * Department of Applied Mathematics and Theoretical Physics, University of Cambridge（剑桥大学应用数学与理论物理系） ； School of Mathematical Sciences, Lancaster University（兰卡斯特大学数学科学学院） ； Department of Computer Science and Technology, University of Cambridge（剑桥大学计算机科学与技术系） ； Met Office Hadley Centre（英国气象局哈德利中心）
Comments Accepted for poster presentation at the NeurIPS 2025 workshop on Tackling Climate Change with Machine Learning. 21 pages, 6 figures
Embedding Alignment in Code Generation for Audio
机构 * Yale University（耶鲁大学） ； Columbia University（哥伦比亚大学）
Comments Accepted to NeurIPS 2025 AI4Music Workshop
Scent of Knowledge: Optimizing Search-Enhanced Reasoning with Information Foraging
机构 * Beijing Academy of Artificial Intelligence（北京人工智能研究院）
Comments Neurips 25, Spotlight
EDBench: Large-Scale Electron Density Data for Molecular Modeling
机构 * College of Computer Science and Electronic Engineering, Hunan University（湖南大学计算机科学与电子工程学院） ； College of Life Sciences, East China Normal University（华东师范大学生命科学学院） ； College of Materials Science and Engineering, Hunan University（湖南大学材料科学与工程学院） ； University of Science and Technology of China（中国科学技术大学） ； AIMS Lab, The Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州）AIMS实验室） ； The Hong Kong University of Science and Technology（香港科技大学） ； Eastern Institute of Technology（技术研究所）
Comments accepted by NeurIPS 2025
Unifying Text Semantics and Graph Structures for Temporal Text-attributed Graphs with Large Language Models
机构 * Shanghai Key Laboratory of Data Science, School of Computer Science, Fudan University（上海数据科学 key laboratory，计算机科学学院，复旦大学） ； School of Management, Fudan University（管理学院，复旦大学） ； Tencent Weixin Group（腾讯微信集团） ； IFM Lab, University of California, Davis（加州大学戴维斯分校IFM实验室）
Comments Accepted by NeurIPS 2025
HawkBench: Investigating Resilience of RAG Methods on Stratified Information-Seeking Tasks
机构 * Peking University（北京大学） ； Beijing Academy of Artificial Intelligence（北京人工智能研究院） ； Gaoling School of Artificial Intelligence, Renmin University of China（中国人民大学人工智能学院） ； University of Science and Technology of China（中国科学技术大学） ； The Hong Kong University of Science and Technology（香港科技大学）
Comments Neurips 25 DB Track, Spotlight
SoFar: Language-Grounded Orientation Bridges Spatial Reasoning and Object Manipulation
机构 * Tsinghua University（清华大学） ； Shanghai Jiao Tong University（上海交通大学） ； Galbot ； Peking University（北京大学） ； UIUC（伊利诺伊大学香槟分校） ； ShanghaiTech University（上海交通大学） ； Eastern Institute of Technology（技术研究所） ； Shanghai Qi Zhi Institute（上海启智研究院）
Comments Accepted at NeurIPS 2025 Spotlight
