Incentivizing Reasoning for Advanced Instruction-Following of Large Language Models
机构 * Youtu-Agent Team（YouTu-Agent团队）
Comments Accepted to NeurIPS 2025; 15 pages of main body, 5 tables, 5 figures, 42 pages of appendix
期刊&会议
NeurIPS
Conference on Neural Information Processing Systems · 会议 · Machine Learning
Personalized Subgraph Federated Learning with Differentiable Auxiliary Projections
机构 * Nanyang Technological University（南洋理工大学） ； Shenzhen MSU-BIT University（深圳MSU-BIT大学）
Comments Accepted by NeurIPS 2025
KVzip: Query-Agnostic KV Cache Compression with Context Reconstruction
Comments NeurIPS 2025 Oral. Code: https://github.com/snu-mllab/KVzip
Value-Guided Search for Efficient Chain-of-Thought Reasoning
Comments NeurIPS 2025
AudSemThinker: Enhancing Audio-Language Models through Reasoning over Semantics of Sound
机构 * Maastricht University（马斯特里赫特大学）
Comments Accepted at NeurIPS 2025
TensorRL-QAS: Reinforcement learning with tensor networks for improved quantum architecture search
机构 * QTF Centre of Excellence（量子技术前沿卓越中心） ； Department of Physics（物理系） ； University of Helsinki（赫尔辛基大学）
Comments Accepted at NeurIPS 2025. Code is at: https://github.com/Aqasch/TensorRL-QAS
Linear Attention for Efficient Bidirectional Sequence Modeling
Comments Accepted in NeurIPS 2025
Composing Global Solutions to Reasoning Tasks via Algebraic Objects in Neural Nets
机构 * Meta Superintelligence Lab (FAIR)（Meta超智能实验室（FAIR））
Comments NeurIPS 2025 camera ready
AQuaMaM: An Autoregressive, Quaternion Manifold Model for Rapidly Estimating Complex SO(3) Distributions
机构 * USDA（美国农业部）
Comments Accepted to the Non-Euclidean Foundation Models and Geometric Learning workshop at NeurIPS 2025
Learning to Condition: A Neural Heuristic for Scalable MPE Inference
机构 * Department of Computer Science（计算机科学系） ； The University of Texas at Dallas（德克萨斯大学达拉斯分校）
Comments Will appear in NeurIPS 2025
ORPO-Distill: Mixed-Policy Preference Optimization for Cross-Architecture LLM Distillation
机构 * Phi Labs, Quantiphi（Phi Labs，Quantiphi）
Comments Accepted at NeurIPS 2025, Efficient Reasoning Workshop
Is Sequence Information All You Need for Bayesian Optimization of Antibodies?
机构 * BigHat Biosciences（BigHat生物技术公司） ； NYU（纽约大学）
Comments Accepted into the AI for Science Workshop, NeurIPS 2025
ThermalGen: Style-Disentangled Flow-Based Generative Models for RGB-to-Thermal Image Translation
机构 * New York University（纽约大学） ； Technology Innovation Institute（技术创新研究所） ； University of California, Berkeley（加州大学伯克利分校）
Comments 23 pages including the checklist and appendix. Accepted at NeurIPS 2025
StreamForest: Efficient Online Video Understanding with Persistent Event Memory
机构 * Nanjing University（南京大学） ； Shanghai AI Laboratory（上海人工智能实验室） ； Zhejiang University（浙江大学） ； Noah’s Ark Lab, Huawei（华为诺亚实验室） ； Yinwang Intelligent Tech.（云网智能科技）
Comments Accepted as a Spotlight at NeurIPS 2025
Vision Function Layer in Multimodal LLMs
机构 * Sun Yat-sen University（中山大学） ； School of Computing and Data Science（计算与数据科学学院） ； The University of Hong Kong（香港大学）
Comments Accepted at NeurIPS 2025 (preview; camera-ready in preparation)
Quantifying Generalisation in Imitation Learning
Comments NeurIPS 2025 Datasets and Benchmarks Track poster
A TRIANGLE Enables Multimodal Alignment Beyond Cosine Similarity
机构 * Department of Information Engineering, Electronics, and Telecommunications（信息工程、电子与电信系）
Comments NeurIPS 2025
Brain Harmony: A Multimodal Foundation Model Unifying Morphology and Function into 1D Tokens
Comments NeurIPS 2025. The first two authors contributed equally
ScatterAD: Temporal-Topological Scattering Mechanism for Time Series Anomaly Detection
机构 * Chongqing University（重庆大学） ； South China University of Technology（华南理工大学）
Comments 39th Conference on Neural Information Processing Systems (NeurIPS 2025)
AceSearcher: Bootstrapping Reasoning and Search for LLMs via Reinforced Self-Play
机构 * Emory University（埃默里大学） ； Georgia Institute of Technology（佐治亚理工学院） ； Rutgers University（罗格斯大学） ； SUNY Albany（纽约州立大学阿尔巴尼分校） ； UT Southwestern Medical Center（德克萨斯西南医学中心）
Comments Accepted to NeurIPS 2025 (Spotlight)
ASTROCO: Self-Supervised Conformer-Style Transformers for Light-Curve Embeddings
机构 * John A. Paulson School of Engineering and Applied Sciences, Harvard University, USA（哈佛大学约翰·A·保罗森工程与应用科学学校） ； Department of Biostatistics, Harvard T.H. Chan School of Public Health, USA（哈佛T.H. Chan公共卫生学院生物统计学系） ； Department of Computer Science, Universidad de Concepción, Chile（智利康塞普西翁大学计算机科学系） ； Center for Data and Artificial Intelligence, Universidad de Concepción, Chile（智利康塞普西翁大学数据与人工智能中心） ； Millennium Institute of Astrophysics (MAS), Santiago, Chile（智利Millennium天体物理研究所） ； Millennium Nucleus on Young Exoplanets and their Moons (YEMS), Chile（智利Millennium年轻系外行星及其卫星核） ； Department of Computer Science, Pontificia Universidad Católica de Chile, Santiago, Chile（智利天主教大学计算机科学系）
Comments Accepted at the NeurIPS 2025 Workshop on Machine Learning and the Physical Sciences (ML4PS), camera-ready version in progress
Dual-Head Reasoning Distillation: Improving Classifier Accuracy with Train-Time-Only Reasoning
机构 * University of Waterloo（滑铁卢大学） ； Google（谷歌） ； DeepMind（深Mind）
Comments 39th Conference on Neural Information Processing Systems (NeurIPS 2025) Efficient Reasoning Workshop
Position: Thematic Analysis of Unstructured Clinical Transcripts with Large Language Models
机构 * The University of Texas at Austin（德克萨斯大学奥斯汀分校） ； Vanderbilt University School of Medicine（范德比大学医学院）
Comments Presented at GenAI4Health @ NeurIPS 2025
Jet-Nemotron: Efficient Language Model with Post Neural Architecture Search
机构 * NVIDIA
Comments NeurIPS 2025
Contrastive Representations for Temporal Reasoning
机构 * University of Warsaw（华沙大学） ； IDEAS NCBR ； IMPAN（波兰数学与计算机科学研究院） ； Warsaw University of Technology（华沙技术大学） ； Princeton University（普林斯顿大学） ； NVIDIA（英伟达公司）
Comments NeurIPS 2025, Project website: https://princeton-rl.github.io/CRTR/
DuetGraph: Coarse-to-Fine Knowledge Graph Reasoning with Dual-Pathway Global-Local Fusion
机构 * School of Biomedical Engineering, University of Science and Technology of China（生物医学工程学院，中国科学技术大学） ； School of Artificial Intelligence and Data Science, USTC（人工智能与数据科学学院，中国科学技术大学） ； Data Darkness Lab, Suzhou Institute for Advanced Research, USTC（数据黑暗实验室，苏州先进研究院）
Comments Accepted by NeurIPS 2025
Hamiltonian Neural PDE Solvers through Functional Approximation
机构 * Carnegie Mellon University（卡内基梅隆大学）
Comments Published at NeurIPS 2025. Code and datasets are at http://github.com/anthonyzhou-1/hamiltonian_pdes/tree/main
MaintainCoder: Maintainable Code Generation Under Dynamic Requirements
机构 * Center for Data Science（数据科学中心） ； McGill University（麦吉尔大学） ； Center for LLM, Institute for Advanced Algorithms Research（大语言模型中心，先进算法研究所）
Comments NeurIPS 2025
VQToken: Neural Discrete Token Representation Learning for Extreme Token Reduction in Video Large Language Models
机构 * Northeastern University（东北大学）
Comments Proceedings of the 38th Conference on Neural Information Processing Systems (NeurIPS 2025)
Recurrent Memory for Online Interdomain Gaussian Processes
机构 * Imperial College London（伦敦帝国学院） ； Canon Inc.（佳能公司） ； University of Copenhagen（哥本哈根大学）
Comments Published at the 39th Conference on Neural Information Processing Systems (NeurIPS 2025)
