NeurIPS

RDD: Retrieval-Based Demonstration Decomposer for Planner Alignment in Long-Horizon Tasks

Mingxuan Yan, Yuping Wang, Zechun Liu, Jiachen Li

机构 * University of California, Riverside（加州大学河滨分校） ； University of Michigan（密歇根大学） ； Meta AI 纠错

Comments 39th Conference on Neural Information Processing Systems (NeurIPS 2025); Project Website: rdd-neurips.github.io

The ML.ENERGY Benchmark: Toward Automated Inference Energy Measurement and Optimization

Jae-Won Chung, Jeff J. Ma, Ruofan Wu, Jiachen Liu, Oh Jun Kweon, Yuxuan Xia, Zhiyu Wu, Mosharaf Chowdhury

机构 * University of Michigan（密歇根大学） 纠错

Comments NeurIPS D&B 2025 (Spotlight) | Benchmark: https://github.com/ml-energy/benchmark | Leaderboard: https://ml.energy/leaderboard

Strategyproof Reinforcement Learning from Human Feedback

Thomas Kleine Buening, Jiarui Gan, Debmalya Mandal, Marta Kwiatkowska

机构 * ETH Zurich（苏黎世联邦理工学院） ； ETH AI Center（ETH人工智能中心） ； Department of Computer Science University of Oxford（牛津大学计算机科学系） ； Department of Computer Science University of Warwick（Warwick大学计算机科学系） 纠错

Comments To appear at NeurIPS 2025

LinPrim: Linear Primitives for Differentiable Volumetric Rendering

Nicolas von Lützow, Matthias Nießner

机构 * Technical University of Munich（慕尼黑技术大学） 纠错

Comments Project page: https://nicolasvonluetzow.github.io/LinPrim - Project video: https://youtu.be/NRRlmFZj5KQ - Accepted at NeurIPS 2025

Agentic NL2SQL to Reduce Computational Costs

Dominik Jehle, Lennart Purucker, Frank Hutter

机构 * University of Freiburg（弗赖堡大学） ； Prior Labs（Prior公司） ； ELLIS Institute（ELLIS研究所） ； Tübingen University of Freiburg（弗赖堡大学图宾根分校） 纠错

Comments Accepted at the NeurIPS 2025 Workshop on Efficient Reasoning. 10 pages, 11 figures

Galaxy Morphology Classification with Counterfactual Explanation

Zhuo Cao, Lena Krieger, Hanno Scharr, Ira Assent

机构 * IAS-8, Forschungszentrum Jülich, Germany（贾斯特中心Jülich德国第8研究所） ； Aarhus University, Denmark（奥胡斯大学丹麦） 纠错

Comments Accepted to the Machine Learning and the Physical Sciences Workshop at NeurIPS 2024 (non-archival)

Redundancy-Aware Test-Time Graph Out-of-Distribution Detection

Yue Hou, He Zhu, Ruomei Liu, Yingke Su, Junran Wu, Ke Xu

机构 * State Key Laboratory of Complex & Critical Software Environment（复杂与关键软件环境国家重点实验室） ； Shen Yuan Honors College（申元荣誉学院） 纠错

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

Eyes Wide Open: Ego Proactive Video-LLM for Streaming Video

Yulin Zhang, Cheng Shi, Yang Wang, Sibei Yang

机构 * ShanghaiTech University（上海科技大学） ； School of Computer Science and Engineering, Sun Yat-sen University（中山大学计算机科学与工程学院） ； School of Computing and Data Science, The University of Hong Kong（香港大学计算科学与数据科学学院） 纠错

Comments Accepted at NeurIPS 2025 (preview; camera-ready in preparation)

Deep Compositional Phase Diffusion for Long Motion Sequence Generation

Ho Yin Au, Jie Chen, Junkun Jiang, Jingyu Xiang

机构 * Hong Kong Baptist University（香港 Baptist 大学） 纠错

Comments Accepted by NeurIPS 2025 (Oral)

Stop-RAG: Value-Based Retrieval Control for Iterative RAG

Jaewan Park, Solbee Cho, Jay-Yoon Lee

机构 * Seoul National University（首尔国立大学） 纠错

Comments NeurIPS 2025 MTI-LLM Workshop

Hierarchical Simulation-Based Inference of Supernova Power Sources and their Physical Properties

Edgar P. Vidal, Alexander T. Gagliano, Carolina Cuesta-Lazaro

Comments 9 pages, 4 figures, Accepted at the 2025 Machine Learning and the Physical Sciences (ML4PS) workshop at NeurIPS

Vgent: Graph-based Retrieval-Reasoning-Augmented Generation For Long Video Understanding

Xiaoqian Shen, Wenxuan Zhang, Jun Chen, Mohamed Elhoseiny

机构 * King Abdullah University of Science and Technology（卡布斯大学） 纠错

Comments NeurIPS 2025 (Spotlight). Webpage at https://xiaoqian-shen.github.io/Vgent

Robust or Suggestible? Exploring Non-Clinical Induction in LLM Drug-Safety Decisions

Siying Liu, Shisheng Zhang, Indu Bala

Comments Preprint of a paper accepted as a poster at the NeurIPS 2025 Workshop on Generative AI for Health (GenAI4Health). The final camera-ready workshop version may differ. Licensed under CC BY 4.0

Weight Weaving: Parameter Pooling for Data-Free Model Merging

Levy Chaves, Eduardo Valle, Sandra Avila

机构 * Recod.ai Lab.（Recod.ai 实验室） ； Instituto de Computação Universidade Estadual de Campinas (UNICAMP)（计算研究所，坎皮纳斯州立大学） 纠错

Comments 17 pages, 3 figures. Accepted at the 3rd UniReps Workshop @ NeurIPS 2025

Self-Training with Dynamic Weighting for Robust Gradual Domain Adaptation

Zixi Wang, Yushe Cao, Yubo Huang, Jinzhu Wei, Jingzehua Xu, Shuai Zhang, Xin Lai

机构 * University of Electronic Science and Technology of China（电子科技大学） ； Tsinghua University（清华大学） ； Zhenguan AI Lab ； Southwest Jiaotong University（西南交通大学） ； Shanghai University（上海大学） ； New Jersey Institute of Technology（新泽西理工学院） 纠错

Comments It had formerly appeared as arXiv:2501.19159v2 in error. Accepted by NIPS 25

LLM Agent Communication Protocol (LACP) Requires Urgent Standardization: A Telecom-Inspired Protocol is Necessary

Xin Li, Mengbing Liu, Chau Yuen

Comments Accepted at NeurIPS 2025 AI4NextG Workshop

OmniGaze: Reward-inspired Generalizable Gaze Estimation In The Wild

Hongyu Qu, Jianan Wei, Xiangbo Shu, Yazhou Yao, Wenguan Wang, Jinhui Tang

机构 * Nanjing University of Science and Technology（南京理工大学） ； Zhejiang University（浙江大学） ； Nanjing Forestry University（南京林业大学） 纠错

Comments Accepted to NeurIPS 2025; Project page: https://github.com/quhongyu/OmniGaze

A Methodology for Assessing the Risk of Metric Failure in LLMs Within the Financial Domain

William Flanagan, Mukunda Das, Rajitha Ramanayake, Swanuja Maslekar, Meghana Mangipudi, Joong Ho Choi, Shruti Nair, Shambhavi Bhusan, Sanjana Dulam, Mouni Pendharkar, Nidhi Singh, Vashisth Doshi, Sachi Shah Paresh

机构 * BNY Responsible AI Office（BNY负责任人工智能办公室） ； BNY AI Hub（BNY人工智能中心） ； Carnegie Mellon University（卡内基梅隆大学） 纠错

Comments NeurIPS 2025 GenAI in Finance Workshop

ReMindRAG: Low-Cost LLM-Guided Knowledge Graph Traversal for Efficient RAG

Yikuan Hu, Jifeng Zhu, Lanrui Tang, Chen Huang

Comments Accepted by NeurIPS 2025

Predictive Preference Learning from Human Interventions

Haoyuan Cai, Zhenghao Peng, Bolei Zhou

机构 * Department of Computer Science, University of California, Los Angeles（计算机科学系，加州大学洛杉矶分校） 纠错

Comments NeurIPS 2025 Spotlight. Project page: https://metadriverse.github.io/ppl

Robust Policy Expansion for Offline-to-Online RL under Diverse Data Corruption

Longxiang He, Deheng Ye, Junbo Tan, Xueqian Wang, Li Shen

机构 * Tsinghua University（清华大学） ； Tencent（腾讯） ； Shenzhen Campus of Sun Yat-sen University（中山大学深圳校区） 纠错

Comments 39th Conference on Neural Information Processing Systems

SCENEFORGE: Enhancing 3D-text alignment with Structured Scene Compositions

Cristian Sbrolli, Matteo Matteucci

机构 * Department of Electronics, Information and Bioengineering（电子、信息与生物工程系） 纠错

Comments to appear in NeurIPS 2025

Beyond the Surface: Enhancing LLM-as-a-Judge Alignment with Human via Internal Representations

Peng Lai, Jianjie Zheng, Sijie Cheng, Yun Chen, Peng Li, Yang Liu, Guanhua Chen

机构 * Southern University of Science and Technology（南方科技大学） ； Tsinghua University（清华大学） ； Shanghai University of Finance and Economics（上海金融学院） 纠错

Comments Accepted to NeurIPS 2025

BoltzNCE: Learning Likelihoods for Boltzmann Generation with Stochastic Interpolants and Noise Contrastive Estimation

Rishal Aggarwal, Jacky Chen, Nicholas M. Boffi, David Ryan Koes

机构 * CMU-Pitt Computational Biology Dept. of Computational & Systems Biology University of Pittsburgh（卡内基梅隆大学-匹兹堡计算生物学系，计算与系统生物学系，匹兹堡大学） ； Machine Learning Dept. Dept. of Mathematical Sciences Carnegie Mellon University（机器学习系，数学科学系，卡内基梅隆大学） ； Dept. of Computational & Systems Biology University of Pittsburgh（计算与系统生物学系，匹兹堡大学） 纠错

Comments 26 pages, 10 figures, NeurIPS 2025

KScope: A Framework for Characterizing the Knowledge Status of Language Models

Yuxin Xiao, Shan Chen, Jack Gallifant, Danielle Bitterman, Thomas Hartvigsen, Marzyeh Ghassemi

机构 * Massachusetts Institute of Technology（麻省理工学院） ； Harvard University（哈佛大学） ； University of Virginia（弗吉尼亚大学） 纠错

Comments Accepted by NeurIPS 2025

Probabilistic Reasoning with LLMs for k-anonymity Estimation

Jonathan Zheng, Sauvik Das, Alan Ritter, Wei Xu

机构 * College of Computing, Georgia Institute of Technology（佐治亚理工学院计算机学院） ； Human-Computer Interaction Institute, Carnegie Mellon University（卡内基梅隆大学人机交互研究所） 纠错

Comments 10 pages, Accepted to NeurIPS 2025

FedRTS: Federated Robust Pruning via Combinatorial Thompson Sampling

Hong Huang, Hai Yang, Yuan Chen, Jiaxun Ye, Dapeng Wu

机构 * Department of Computer Science（计算机科学系） ； City University of Hong Kong（香港城市大学） ； Hong Kong SAR, China（香港特别行政区，中国） 纠错

Comments Accepted by NeurIPS 2025

Spend Wisely: Maximizing Post-Training Gains in Iterative Synthetic Data Bootstrapping

Pu Yang, Yunzhen Feng, Ziyuan Chen, Yuhang Wu, Zhuoyuan Li

机构 * Peking University（北京大学） ； New York University（纽约大学） ； UC Berkeley（加州大学伯克利分校） ； National University of Singapore（新加坡国立大学） 纠错

Comments NeurIPS 2025 (spotlight)

Ada-KV: Optimizing KV Cache Eviction by Adaptive Budget Allocation for Efficient LLM Inference

Yuan Feng, Junlin Lv, Yukun Cao, Xike Xie, S. Kevin Zhou

Comments NeurIPS 2025

Nearly Minimax Optimal Regret for Multinomial Logistic Bandit

Joongkyu Lee, Min-hwan Oh

机构 * Seoul National University（首尔国立大学） 纠错

Comments Accepted at NeurIPS 2024