NeurIPS

LoMix: Learnable Weighted Multi-Scale Logits Mixing for Medical Image Segmentation

Md Mostafijur Rahman, Radu Marculescu

机构 * Department of Electrical and Computer Engineering（电气与计算机工程系） ； The University of Texas at Austin（德克萨斯大学奥斯汀分校） 纠错

Comments 25 pages, 13 figures, NeurIPS 2025 accepted paper

SceneDecorator: Towards Scene-Oriented Story Generation with Scene Planning and Scene Consistency

Quanjian Song, Donghao Zhou, Jingyu Lin, Fei Shen, Jiaze Wang, Xiaowei Hu, Cunjian Chen, Pheng-Ann Heng

机构 * Monash University（莫纳什大学） ； The Chinese University of Hong Kong（香港中文大学） ； National University of Singapore（新加坡国立大学） ； South China University of Technology（华南理工大学） 纠错

Comments Accepted by NeurIPS 2025; Project Page: https://lulupig12138.github.io/SceneDecorator

Exploring Semantic-constrained Adversarial Example with Instruction Uncertainty Reduction

Jin Hu, Jiakai Wang, Linna Jing, Haolin Li, Haodong Liu, Haotong Qin, Aishan Liu, Ke Xu, Xianglong Liu

机构 * State Key Laboratory of Complex & Critical Software Environment (CCSE), Beihang University（复杂与关键软件环境国家重点实验室，北京航空航天大学） ； Zhongguancun Laboratory（中关村实验室） ； School of Computer Science and Engineering, Beihang University（北京航空航天大学计算机科学与工程学院） ； Department of Information Technology and Electrical Engineering, ETH Zurich（苏黎世联邦理工学院信息科技与电气工程系） 纠错

Comments NeurIPS 2025

Artificial Hivemind: The Open-Ended Homogeneity of Language Models (and Beyond)

Liwei Jiang, Yuanjun Chai, Margaret Li, Mickel Liu, Raymond Fok, Nouha Dziri, Yulia Tsvetkov, Maarten Sap, Alon Albalak, Yejin Choi

Comments NeurIPS 2025 D&B Paper (Oral); Camera-Ready Version

Learning Reconfigurable Representations for Multimodal Federated Learning with Missing Data

Duong M. Nguyen, Trong Nghia Hoang, Thanh Trung Huynh, Quoc Viet Hung Nguyen, Phi Le Nguyen

机构 * University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； Washington State University（华盛顿州立大学） ； VinUniversity（文大学） ； Griffin University（格里芬大学） ； Hanoi University of Science and Technology（河内科学技术大学） 纠错

Comments Accepted at NeurIPS 2025

Encoder-Decoder Diffusion Language Models for Efficient Training and Inference

Marianne Arriola, Yair Schiff, Hao Phung, Aaron Gokaslan, Volodymyr Kuleshov

机构 * Department of Computer Science, Cornell University（计算机科学系，康奈尔大学） 纠错

Comments NeurIPS 2025. We provide the code at https://github.com/kuleshov-group/e2d2

Semantic Surgery: Zero-Shot Concept Erasure in Diffusion Models

Lexiang Xiong, Chengyu Liu, Jingwen Ye, Yan Liu, Yuecong Xu

机构 * National University of Singapore（国立新加坡大学） ； Sichuan University（四川大学） 纠错

Comments Accepted to the 39th Conference on Neural Information Processing Systems (NeurIPS 2025). Code is available at https://github.com/Lexiang-Xiong/Semantic-Surgery

Once Upon an Input: Reasoning via Per-Instance Program Synthesis

Adam Stein, Neelay Velingker, Mayur Naik, Eric Wong

机构 * University of Pennsylvania（宾夕法尼亚大学） 纠错

Comments Accepted at NeurIPS 2025. 34 pages, 7 figures

FOXES: A Framework For Operational X-ray Emission Synthesis

Griffin T. Goodwin, Jayant Biradar, Alison J. March, Christoph Schirninger, Robert Jarolim, Angelos Vourlidas, Lorien Pratt

Comments Accepted to Machine Learning and the Physical Sciences Workshop, NeurIPS 2025

Inductive Transfer Learning for Graph-Based Recommenders

Florian Grötschla, Elia Trachsel, Luca A. Lanzendörfer, Roger Wattenhofer

机构 * ETH Zurich（苏黎世联邦理工学院） 纠错

Comments Accepted at the New Perspectives in Graph Machine Learning Workshop at NeurIPS 2025

SAO-Instruct: Free-form Audio Editing using Natural Language Instructions

Michael Ungersböck, Florian Grötschla, Luca A. Lanzendörfer, June Young Yi, Changho Choi, Roger Wattenhofer

机构 * ETH Zurich（苏黎世联邦理工学院） 纠错

Comments Accepted at NeurIPS 2025

Windsock is Dancing: Adaptive Multimodal Retrieval-Augmented Generation

Shu Zhao, Tianyi Shen, Nilesh Ahuja, Omesh Tickoo, Vijaykrishnan Narayanan

机构 * The Pennsylvania State University（宾夕法尼亚州立大学） ； Intel（英特尔） 纠错

Comments Accepted at NeurIPS 2025 UniReps Workshop

Alias-Free ViT: Fractional Shift Invariance via Linear Attention

Hagay Michaeli, Daniel Soudry

机构 * Technion（技术离子） 纠错

Comments Accepted at NeurIPS 2025. Code is available at https://github.com/hmichaeli/alias_free_vit

If You Want to Be Robust, Be Wary of Initialization

Sofiane Ennadir, Johannes F. Lutzeyer, Michalis Vazirgiannis, El Houcine Bergou

机构 * KTH Stockholm, Sweden（瑞典斯德哥尔摩皇家理工学院） ； LIX, Ecole Polytechnique IP Paris, France（法国巴黎高等理工学院LIX研究所） ； KTH & Ecole Polytechnique Stockholm, Sweden（瑞典斯德哥尔摩皇家理工学院及巴黎高等理工学院） ； UM6P Benguerir, Morocco（摩洛哥本格里大学） 纠错

Comments Accepted at NeurIPS 2024

Enhancing Graph Classification Robustness with Singular Pooling

Sofiane Ennadir, Oleg Smirnov, Yassine Abbahaddou, Lele Cao, Johannes F. Lutzeyer

机构 * King AI Labs, Microsoft Gaming（King AI实验室，微软游戏） ； LIX, École Polytechnique, IP Paris（LIX，巴黎高等理工学院，IP巴黎） 纠错

Comments Accepted at Neurips 2025

Prediction-Powered Semi-Supervised Learning with Online Power Tuning

Noa Shoham, Ron Dorfman, Shalev Shaer, Kfir Y. Levy, Yaniv Romano

机构 * Department of Electrical and Computer Engineering, Technion IIT（电气与计算机工程系，技术离子研究所） ； Department of Computer Science, Technion IIT（计算机科学系，技术离子研究所） 纠错

Comments NeurIPS 2025

From Pixels to Views: Learning Angular-Aware and Physics-Consistent Representations for Light Field Microscopy

Feng He, Guodong Tan, Qiankun Li, Jun Yu, Quan Wen

机构 * University of Science and Technology of China（中国科学技术大学） 纠错

Comments Accepted by NeurIPS 2025

LooGLE v2: Are LLMs Ready for Real World Long Dependency Challenges?

Ziyuan He, Yuxuan Wang, Jiaqi Li, Kexin Liang, Muhan Zhang

机构 * Institute for Artificial Intelligence, Peking University（北京大学人工智能研究院） ； National Key Laboratory of General Artificial Intelligence, BIGAI（通用人工智能国家重点实验室，BIGAI） ； School of Computer Science and Technology, Beijing Institute of Technology（北京理工大学计算机科学与技术学院） 纠错

Comments NeurIPS 2025 Datasets and Benchmarks Track

Iteratively Refined Early Interaction Alignment for Subgraph Matching based Graph Retrieval

Ashwin Ramachandran, Vaibhav Raj, Indrayumna Roy, Soumen Chakrabarti, Abir De

机构 * UC San Diego（加州大学圣地亚哥分校） ； IIT Bombay（印度理工学院班加罗尔） 纠错

Journal ref Neurips 2024 paper

SRSR: Enhancing Semantic Accuracy in Real-World Image Super-Resolution with Spatially Re-Focused Text-Conditioning

Chen Chen, Majid Abdolshah, Violetta Shevchenko, Hongdong Li, Chang Xu, Pulak Purkait

机构 * Amazon（亚马逊公司） ； The University of Sydney（悉尼大学） ； Australian National University（澳大利亚国立大学） 纠错

Comments Accepted at NeurIPS 2025

Multi-Modal Masked Autoencoders for Learning Image-Spectrum Associations for Galaxy Evolution and Cosmology

Morgan Himes, Samiksha Krishnamurthy, Andrew Lizarraga, Srinath Saikrishnan, Vikram Seenivasan, Jonathan Soriano, Ying Nian Wu, Tuan Do

Comments 8 pages, 3 figures, 1 table, accepted to NeurIPS 2025 Workshop ML4PS

Semi-supervised Vertex Hunting, with Applications in Network and Text Analysis

Yicong Jiang, Zheng Tracy Ke

机构 * Harvard University（哈佛大学） 纠错

Journal ref NeurIPS 2025

Random Search Neural Networks for Efficient and Expressive Graph Learning

Michael Ito, Danai Koutra, Jenna Wiens

机构 * University of Michigan（密歇根大学） 纠错

Comments NEURIPS 2025; version with full appendix

Single-Teacher View Augmentation: Boosting Knowledge Distillation via Angular Diversity

Seonghoon Yu, Dongjun Nam, Dina Katabi, Jeany Son

机构 * GIST（韩国科学技术院） ； POSTECH（延世大学） ； MIT CSAIL（麻省理工学院计算机科学与人工智能实验室） 纠错

Comments Accepted to NeurIPS 2025

Evaluating Multimodal Large Language Models on Core Music Perception Tasks

Brandon James Carone, Iran R. Roman, Pablo Ripollés

机构 * Department of Psychology, Music and Audio Research Laboratory（心理学系、音乐与音频研究实验室） ； Department of Electronic Engineering and Computer Science（电子工程与计算机科学系） 纠错

Comments Accepted to the NeurIPS 2025 Workshop on AI for Music (AI4Music), 16 pages, 1 figure, 3 tables

GraphTOP: Graph Topology-Oriented Prompting for Graph Neural Networks

Xingbo Fu, Zhenyu Lei, Zihan Chen, Binchi Zhang, Chuxu Zhang, Jundong Li

机构 * University of Virginia（弗吉尼亚大学） ； University of Connecticut Storrs（康涅狄格大学斯特劳斯分校） 纠错

Comments Accepted by the 39 Annual Conference on Neural Information Processing Systems (NeurIPS 2025)

Benchmarking Egocentric Multimodal Goal Inference for Assistive Wearable Agents

Vijay Veerabadran, Fanyi Xiao, Nitin Kamra, Pedro Matias, Joy Chen, Caley Drooff, Brett D Roads, Riley Williams, Ethan Henderson, Xuanyi Zhao, Kevin Carlberg, Joseph Tighe, Karl Ridgeway

机构 * Meta Reality Labs（Meta 现实实验室） ； Meta FAIR 纠错

Comments Accepted as a spotlight paper at the 39th Conference on Neural Information Processing Systems (NeurIPS 2025)

Extragradient Method for $(L_0, L_1)$-Lipschitz Root-finding Problems

Sayantan Choudhury, Nicolas Loizou

机构 * Johns Hopkins University（约翰霍普金斯大学） 纠错

Comments Published in NeurIPS 2025, 44 pages, 6 Figures

Johnson-Lindenstrauss Lemma Beyond Euclidean Geometry

Chengyuan Deng, Jie Gao, Kevin Lu, Feng Luo, Cheng Xin

Comments Accepted to Neurips 2025

T2SMark: Balancing Robustness and Diversity in Noise-as-Watermark for Diffusion Models

Jindong Yang, Han Fang, Weiming Zhang, Nenghai Yu, Kejiang Chen

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

Comments Accepted by NeurIPS 2025