LLMs vs. Traditional Sentiment Tools in Psychology: An Evaluation on Belgian-Dutch Narratives
Comments NeurIPS 2025 Workshop on Evaluating the Evolving LLM Lifecycle: Benchmarks, Emergent Abilities, and Scaling
期刊&会议
NeurIPS
Conference on Neural Information Processing Systems · 会议 · Machine Learning
FlowTIE: Flow-based Transport of Intensity Equation for Phase Gradient Estimation from 4D-STEM Data
机构 * Karlsruhe Nano Micro Facility (KNMF)（卡尔斯鲁厄纳米微设施） ； KIT Department of Materials Science（卡尔斯鲁厄理工学院材料科学系） ； TU Darmstadt（德累斯顿技术大学）
Comments 7 pages, 3 figures, Machine Learning and the Physical Sciences Workshop, NeurIPS 2025
FedRW: Efficient Privacy-Preserving Data Reweighting for Enhancing Federated Learning of Language Models
机构 * East China Normal University（华东师范大学） ； Wuhan University（武汉大学） ； Zhejiang University（浙江大学） ； ZStack ； Hangzhou High-Tech Zone (Binjiang) Institute of Blockchain and Data Security Q（杭州高新区（滨江）区块链与数据安全研究院）
Comments Accepted at NeurIPS 2025. Code is available at https://github.com/Hecateto/FedRW
Slimmable NAM: Neural Amp Models with adjustable runtime computational cost
机构 * Atkinson Advanced Modeling, LLC（阿特金森先进建模公司）
Comments 2 pages, 2 figures. Accepted to NeurIPS 2025 workshop on AI for Music
Self-Supervised Contrastive Learning is Approximately Supervised Contrastive Learning
机构 * Texas A&M University（德克萨斯农工大学）
Comments Published at NeurIPS 2025
On the generalization of language models from in-context learning and finetuning: a controlled study
机构 * Google DeepMind（谷歌DeepMind） ； Google DeepMind & Stanford University（谷歌DeepMind与斯坦福大学）
Comments FoRLM workshop, NeurIPS 2025
Transformers Provably Learn Chain-of-Thought Reasoning with Length Generalization
Comments This is the full version of a paper published at NeurIPS 2025
Self-Evaluating LLMs for Multi-Step Tasks: Stepwise Confidence Estimation for Failure Detection
机构 * Dyania Health（Dyania健康）
Comments Accepted at NeurIPS 2025 Workshop on Evaluating the Evolving LLM Lifecycle: Benchmarks, Emergent Abilities, and Scaling
Inference-Time Scaling of Diffusion Models for Infrared Data Generation
机构 * Cornell University（康奈尔大学） ； YRIKKA, Inc.（YRIKKA公司）
Comments Peer-reviewed workshop paper
Journal ref 39th Conference on Neural Information Processing Systems (NeurIPS 2025) Workshop: Learning to Sense
E2E-VGuard: Adversarial Prevention for Production LLM-based End-To-End Speech Synthesis
机构 * Shenzhen International Graduate School, Tsinghua University（清华大学深圳国际研究生院） ； Beijing University of Posts and Telecommunications（北京邮电大学） ； CSIRO’s Data61（CSIRO数据61） ； Responsible AI Research (RAIR) Centre, The University of Adelaide（阿德莱德大学负责任人工智能研究（RAIR）中心） ； National University of Singapore（新加坡国立大学） ； The University of Hong Kong（香港大学）
Comments Accepted to NeurIPS 2025
Breaking the Gradient Barrier: Unveiling Large Language Models for Strategic Classification
机构 * College of Computer Science and Technology, National University of Defense Technology（国防科技大学计算机科学与技术学院） ； Center for Data Science, Peking University（北京大学数据科学中心） ； Faculty of Engineering, the University of Sydney（悉尼大学工程学院） ； Faculty of Computing, Harbin Institute of Technology（哈尔滨工业大学计算机学院）
Comments Accepted by NeurIPS 2025
Hybrid Autoencoders for Tabular Data: Leveraging Model-Based Augmentation in Low-Label Settings
机构 * Bar-Ilan University（巴伊兰大学）
Comments accepted to neurips 2025, main text is 10 pages
Learning to Focus: Prioritizing Informative Histories with Structured Attention Mechanisms in Partially Observable Reinforcement Learning
机构 * Delft University of Technology（代尔夫特理工大学）
Comments Accepted to Embodied World Models for Decision Making (EWM) Workshop at NeurIPS 2025
Gaussian-Augmented Physics Simulation and System Identification with Complex Colliders
机构 * Istituto Italiano di Tecnologia（意大利技术研究院） ； UC San Diego（加州大学圣地亚哥分校）
Comments Accepted to NeurIPS 2025. Project website: https://as-diffmpm.github.io/
Coupling Agent-based Modeling and Life Cycle Assessment to Analyze Trade-offs in Resilient Energy Transitions
机构 * Lawrence Berkeley National Laboratory（伯克利劳伦斯国家实验室）
Comments 4 pages (+4 pages in appendix), 3 figures (+ 2 figures in appendix), 8 tables in appendix, NeurIPS Workshop on Tackling Climate Change with Machine Learning, 2025
Rank-1 LoRAs Encode Interpretable Reasoning Signals
机构 * MATS
Comments 39th Conference on Neural Information Processing Systems (NeurIPS 2025) Workshop: Mechanistic Interpretability Workshop
Optimistic Online-to-Batch Conversions for Accelerated Convergence and Universality
机构 * National Key Laboratory for Novel Software Technology, Nanjing University, China（新型软件技术国家实验室，南京大学，中国） ； School of Artificial Intelligence, Nanjing University, China（人工智能学院，南京大学，中国）
Comments NeurIPS 2025
FractalBench: Diagnosing Visual-Mathematical Reasoning Through Recursive Program Synthesis
机构 * MIT（麻省理工学院） ； Comenius University in Bratislava（布拉迪斯拉发孔院大学）
Comments Accepted to The 5th Workshop on Mathematical Reasoning and AI at the 39th Conference on Neural Information Processing Systems (NeurIPS 2025); 25 pages, 14 figures, 8 tables; Code available at https://github.com/NaiveNeuron/FractalBench
ConnectomeBench: Can LLMs Proofread the Connectome?
机构 * MIT（麻省理工学院） ； HHMI（霍华德·休斯医学研究所） ； McGovern Institute（麦戈文研究所） ； MIT Departments of Brain and Cognitive Sciences（麻省理工学院脑科学与认知科学系）
Comments To appear in NeurIPS 2025 Datasets and Benchmarks Track
Matchings Under Biased and Correlated Evaluations
Comments To appear in NeurIPS 2025
Bridging the gap to real-world language-grounded visual concept learning
机构 * School of Computing, KAIST（计算机学院，韩国科学技术院）
Journal ref Advances in Neural Information Processing Systems (NeurIPS), 2025
Universal Spectral Tokenization via Self-Supervised Panchromatic Representation Learning
Comments Accepted at NeurIPS 2025 Machine Learning and the Physical Sciences Workshop; v2: added collaboration
Lagrangian neural ODEs: Measuring the existence of a Lagrangian with Helmholtz metrics
机构 * Interdisciplinary Center for Scientific Computing（交叉科学计算中心） ； Heidelberg University（海德堡大学） ； Astronomisches Rechen-Institut der Universität Heidelberg（海德堡大学天文计算研究所）
Comments Accepted for the NeurIPS 2025 Machine Learning and the Physical Sciences workshop. 6 pages, 3 figures
UniPixel: Unified Object Referring and Segmentation for Pixel-Level Visual Reasoning
机构 * The Hong Kong Polytechnic University（香港理工大学） ； ARC Lab, Tencent PCG（腾讯PCG ARC实验室） ； Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所） ； vivo Mobile Communication Co.（vivo移动通信公司） ； MindWingman Technology (Shenzhen) Co., Ltd.（深圳MindWingman技术有限公司）
Comments NeurIPS 2025 Camera Ready. Project Page: https://polyu-chenlab.github.io/unipixel/
Visual Structures Helps Visual Reasoning: Addressing the Binding Problem in VLMs
Comments Accepted to NeurIPS 2025 (Thirty-ninth Conference on Neural Information Processing Systems)
Consistent Story Generation: Unlocking the Potential of Zigzag Sampling
机构 * KU Leuven（库勒芬大学） ； Utrecht University（乌得勒支大学）
Comments 20 pages, 10 figures
Journal ref published at NeurIPS 2025
Self Forcing: Bridging the Train-Test Gap in Autoregressive Video Diffusion
机构 * Adobe Research（Adobe研究院） ； The University of Texas at Austin（德克萨斯大学奥斯汀分校）
Comments NeurIPS 2025 spotlight. Project website: http://self-forcing.github.io/
DeepDiver: Adaptive Search Intensity Scaling via Open-Web Reinforcement Learning
机构 * Huawei Language Model Lab（华为语言模型实验室）
Comments Accepted as NeurIPS 2025 Spotlight
Robust Hallucination Detection in LLMs via Adaptive Token Selection
机构 * Imperial College London, UK（伦敦帝国学院） ； Singapore Management University（新加坡管理大学）
Comments Accepted by NeurIPS 2025
Learning Temporal 3D Semantic Scene Completion via Optical Flow Guidance
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） ； State Key Laboratory of Advanced Design and Manufacturing Technology for Vehicle, Hunan University（车辆先进设计与制造技术国家重点实验室）
Comments Accepted by NeurIPS 2025
