NeurIPS

DERD-Net: Learning Depth from Event-based Ray Densities

Diego Hitzges, Suman Ghosh, Guillermo Gallego

机构 * Technische Universität Berlin（柏林技术大学） ； Einstein Center Digital Future（爱因斯坦数字未来中心） ； Robotics Institute（机器人研究所） ； Science of Intelligence Excellence Cluster（智能科学卓越集群） 纠错

Comments 17 pages, 3 figures, 15 tables. Project page: https://github.com/tub-rip/DERD-Net. 39th Conference on Neural Information Processing Systems (NeurIPS), San Diego, 2025

QuestBench: Can LLMs ask the right question to acquire information in reasoning tasks?

Belinda Z. Li, Been Kim, Zi Wang

机构 * Massachusetts Institute of Technology（麻省理工学院） ； Google DeepMind（谷歌DeepMind） 纠错

Comments Code and dataset are available at \url{https://github.com/google-deepmind/questbench}

Journal ref 39th Conference on Neural Information Processing Systems (NeurIPS 2025) Track on Datasets and Benchmarks

ChA-MAEViT: Unifying Channel-Aware Masked Autoencoders and Multi-Channel Vision Transformers for Improved Cross-Channel Learning

Chau Pham, Juan C. Caicedo, Bryan A. Plummer

机构 * Boston University（波士顿大学） ； Morgridge Institute, UW–Madison（莫里格德研究所，威斯康星大学麦迪逊分校） 纠错

Comments Accepted to NeurIPS 2025

The Lighthouse of Language: Enhancing LLM Agents via Critique-Guided Improvement

Ruihan Yang, Fanghua Ye, Jian Li, Siyu Yuan, Yikai Zhang, Zhaopeng Tu, Xiaolong Li, Deqing Yang

机构 * Fudan University（复旦大学） ； Tencent Hunyuan（腾讯文言） 纠错

Comments NeurIPS 2025

Technical Debt in In-Context Learning: Diminishing Efficiency in Long Context

Taejong Joo, Diego Klabjan

机构 * Department of Industrial Engineering & Management Sciences（工业工程与管理科学系） 纠错

Comments NeurIPS 2025 Camera Ready

FocalCodec: Low-Bitrate Speech Coding via Focal Modulation Networks

Luca Della Libera, Francesco Paissan, Cem Subakan, Mirco Ravanelli

机构 * Concordia University（康科德大学） ； Mila-Quebec AI Institute（魁北克AI研究院） ； Fondazione Bruno Kessler（布鲁诺·凯斯勒基金会） ； University of Trento（特伦托大学） ； Université Laval（拉瓦尔大学） 纠错

Comments Accepted at NeurIPS 2025

Dual-Flow: Transferable Multi-Target, Instance-Agnostic Attacks via In-the-wild Cascading Flow Optimization

Yixiao Chen, Shikun Sun, Jianshu Li, Ruoyu Li, Zhe Li, Junliang Xing

机构 * Tsinghua University（清华大学） ； Ant Group（蚂蚁集团） 纠错

Comments Accepted at NeurIPS 2025

Efficient Adaptive Federated Optimization

Su Hyeong Lee, Sidharth Sharma, Manzil Zaheer, Tian Li

机构 * Department of Statistics University of Chicago（芝加哥大学统计系） ； Department of Computer Science Columbia University（哥伦比亚大学计算机科学系） ； Google DeepMind（谷歌DeepMind） ； Department of Computer Science University of Chicago（芝加哥大学计算机科学系） 纠错

Comments Accepted to NeurIPS 2025

Equivariance by Contrast: Identifiable Equivariant Embeddings from Unlabeled Finite Group Actions

Tobias Schmidt, Steffen Schneider, Matthias Bethge

机构 * Institute of Computational Biology, Helmholtz Munich（赫尔姆霍茨慕尼黑计算生物学研究所） ； Munich Center for Machine Learning (MCML)（慕尼黑机器学习中心） ； Tübingen AI Center（图宾根人工智能中心） 纠错

Comments Accepted at NeurIPS 2025. The last two authors contributed equally. Code is available at https://github.com/dynamical-inference/ebc

On Thin Ice: Towards Explainable Conservation Monitoring via Attribution and Perturbations

Jiayi Zhou, Günel Aghakishiyeva, Saagar Arya, Julian Dale, James David Poling, Holly R. Houliston, Jamie N. Womble, Gregory D. Larsen, David W. Johnston, Brinnae Bent

机构 * Duke University（杜克大学） ； University of Agder（阿格德大学） ； University of Cambridge（剑桥大学） ； U.S. National Park Service Department of Interior（美国国家公园管理局） ； Alaska Spatial Science Fairbanks, AK（阿拉斯加空间科学研究所） 纠错

Comments NeurIPS Imageomics Workshop 2025

A Multimodal Benchmark for Framing of Oil & Gas Advertising and Potential Greenwashing Detection

Gaku Morio, Harri Rowlands, Dominik Stammbach, Christopher D. Manning, Peter Henderson

机构 * Hitachi, Ltd.（日立公司） ； Stanford University（斯坦福大学） ； Centre for the Acceleration of Social Technology（社会技术加速中心） ； Princeton University（普林斯顿大学） 纠错

Comments Forthcoming in NeurIPS 2025 Datasets and Benchmarks Track

Few-Shot Knowledge Distillation of LLMs With Counterfactual Explanations

Faisal Hamman, Pasan Dissanayake, Yanjun Fu, Sanghamitra Dutta

机构 * University of Maryland, College Park（马里兰大学 College Park 分校） 纠错

Comments NeurIPS 2025

Fisher meets Feynman: score-based variational inference with a product of experts

Diana Cai, Robert M. Gower, David M. Blei, Lawrence K. Saul

机构 * Flatiron Institute（Flatiron研究所） ； Columbia University（哥伦比亚大学） 纠错

Comments 27 pages, 11 figures. To appear in Advances in Neural Processing Information Systems (NeurIPS), 2025

HollowFlow: Efficient Sample Likelihood Evaluation using Hollow Message Passing

Johann Flemming Gloy, Simon Olsson

机构 * Department of Computer Science and Engineering, Chalmers University of Technology and University of Gothenburg（计算机科学与工程系，查尔姆斯理工大学和戈尔德堡大学） 纠错

Comments Accepted to NeurIPS 2025

FrameShield: Adversarially Robust Video Anomaly Detection

Mojtaba Nafez, Mobina Poulaei, Nikan Vasei, Bardia Soltani Moakhar, Mohammad Sabokrou, MohammadHossein Rohban

Comments 28 page, 5 figures

Journal ref 39th Conference on Neural Information Processing Systems (NeurIPS 2025)

EU-Agent-Bench: Measuring Illegal Behavior of LLM Agents Under EU Law

Ilija Lichkovski, Alexander Müller, Mariam Ibrahim, Tiwai Mhundwa

机构 * AI Safety Initiative Groningen（格罗宁根人工智能安全倡议） 纠错

Comments Accepted at the Workshop on Regulatable ML at the 39th Conference on Neural Information Processing Systems (NeurIPS 2025)

Brain-tuning Improves Generalizability and Efficiency of Brain Alignment in Speech Models

Omer Moussa, Mariya Toneva

机构 * Max Planck Institute for Software Systems（马克斯·普朗克软件系统研究所） 纠错

Comments Published at the 39th Conference on Neural Information Processing Systems (NeurIPS 2025)

Towards a Golden Classifier-Free Guidance Path via Foresight Fixed Point Iterations

Kaibo Wang, Jianda Mao, Tong Wu, Yang Xiang

机构 * Department of Mathematics, The Hong Kong University of Science and Technology（香港科技大学数学系） ； Shenzhen-Hong Kong Collaborative Innovation Research Institute, HKUST（深圳-香港协同创新研究院） 纠错

Comments Accepted at NeurIPS 2025 (Spotlight)

MRO: Enhancing Reasoning in Diffusion Language Models via Multi-Reward Optimization

Chenglong Wang, Yang Gan, Hang Zhou, Chi Hu, Yongyu Mu, Kai Song, Murun Yang, Bei Li, Chunliang Zhang, Tongran Liu, Jingbo Zhu, Zhengtao Yu, Tong Xiao

Comments Accepted by NeurIPS 2025

Finite-Time Analysis of Stochastic Nonconvex Nonsmooth Optimization on the Riemannian Manifolds

Emre Sahinoglu, Youbang Sun, Shahin Shahrampour

机构 * Northeastern University（东北大学） ； Tsinghua University（清华大学） 纠错

Comments To Appear in NeurIPS 2025

Risk Management for Mitigating Benchmark Failure Modes: BenchRisk

Sean McGregor, Victor Lu, Vassil Tashev, Armstrong Foundjem, Aishwarya Ramasethu, Sadegh AlMahdi Kazemi Zarkouei, Chris Knotz, Kongtao Chen, Alicia Parrish, Anka Reuel, Heather Frase

Comments 19 pages, 7 figures, to be published in the 39th Conference on Neural Information Processing Systems (NeurIPS 2025)

Multi-Task Vehicle Routing Solver via Mixture of Specialized Experts under State-Decomposable MDP

Yuxin Pan, Zhiguang Cao, Chengyang Gu, Liu Liu, Peilin Zhao, Yize Chen, Fangzhen Lin

机构 * The Hong Kong University of Science and Technology（香港科学与技术大学） ； Singapore Management University（新加坡管理学院） ； The Hong Kong University of Science and Technology (Guangzhou)（香港科学与技术大学（广州）） ； Tencent AI Lab（腾讯AI实验室） ； University of Alberta（阿尔伯塔大学） ； Shanghai Jiao Tong University（上海交通大学） 纠错

Comments Accepted to NeurIPS 2025

MoniTor: Exploiting Large Language Models with Instruction for Online Video Anomaly Detection

Shengtian Yang, Yue Feng, Yingshi Liu, Jingrou Zhang, Jie Qin

机构 * College of Artificial Intelligence, Nanjing University of Aeronautics and Astronautics（人工智能学院，南京航空航天大学） ； Key Laboratory of Brain-Machine Intelligence Technology, Ministry of Education, China（脑机智能技术重点实验室，教育部，中国） 纠错

Comments Accepted to NeurIPS 2025. The first two authors hold equal contributions

Scalable Neural Incentive Design with Parameterized Mean-Field Approximation

Nathan Corecco, Batuhan Yardim, Vinzenz Thoma, Zebang Shen, Niao He

Comments 52 pages, to appear at NeurIPS 2025

OpenHype: Hyperbolic Embeddings for Hierarchical Open-Vocabulary Radiance Fields

Lisa Weijler, Sebastian Koch, Fabio Poiesi, Timo Ropinski, Pedro Hermosilla

机构 * TU Wien（维也纳技术大学） ； Ulm University（乌尔姆大学） ； Fondazione Bruno Kessler（布鲁诺·凯塞研究所） 纠错

Journal ref NeurIPS 2025

AutoOpt: A Dataset and a Unified Framework for Automating Optimization Problem Solving

Ankur Sinha, Shobhit Arora, Dhaval Pujara

机构 * Brij Disa Centre for Data Science and AI（Brij Disa 数据科学与人工智能中心） ； Indian Institute of Management Ahmedabad（印度管理学院阿赫迈德亚德） 纠错

Comments NeurIPS 2025, 28 pages, 11 figures, 11 tables

Causality Meets Locality: Provably Generalizable and Scalable Policy Learning for Networked Systems

Hao Liang, Shuqing Shi, Yudi Zhang, Biwei Huang, Yali Du

机构 * King’s College London（伦敦国王学院） ； Eindhoven University of Technology（埃因霍温理工大学） ； University of California, San Diego（加州大学圣地亚哥分校） ； The Alan Turing Institute（艾伦·图灵研究所） 纠错

Comments NeurIPS 2025 (Spotlight)

MUVR: A Multi-Modal Untrimmed Video Retrieval Benchmark with Multi-Level Visual Correspondence

Yue Feng, Jinwei Hu, Qijia Lu, Jiawei Niu, Li Tan, Shuo Yuan, Ziyi Yan, Yizhen Jia, Qingzhi He, Shiping Ge, Ethan Q. Chen, Wentong Li, Limin Wang, Jie Qin

机构 * MoE Key Laboratory of Brain-Machine Intelligence Technology, College of Artificial Intelligence, Nanjing University of Aeronautics and Astronautics（脑机智能技术MoE实验室，人工智能学院，南京航空航天大学） ； Nanjing University（南京大学） ； The Hong Kong Polytechnic University（香港理工大学） 纠错

Comments Accepted to NeurIPS 2025 D&B Track

Unveiling the Spatial-temporal Effective Receptive Fields of Spiking Neural Networks

Jieyuan Zhang, Xiaolong Zhou, Shuai Wang, Wenjie Wei, Hanwen Liu, Qian Sun, Malu Zhang, Yang Yang, Haizhou Li

Comments Acceped by 39th Conference on Neural Information Processing Systems (NeurIPS 2025)

Depth-Supervised Fusion Network for Seamless-Free Image Stitching

Zhiying Jiang, Ruhao Yan, Zengxi Zhang, Bowei Zhang, Jinyuan Liu

机构 * College of Information Science and Technology, Dalian Maritime University（大连海事大学信息科学与技术学院） ； School of Software Technology, Dalian University of Technology（大连理工大学软件学院） 纠错

Comments Accepted to Neurips 2025