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When Less Language is More: Language-Reasoning Disentanglement Makes LLMs Better Multilingual Reasoners
Weixiang Zhao, Jiahe Guo, Yang Deng, Tongtong Wu, Wenxuan Zhang, Yulin Hu, Xingyu Sui, Yanyan Zhao, Wanxiang Che, Bing Qin, Tat-Seng Chua, Ting Liu
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 spotlight
- Readers: Everyone
Capturing Polysemanticity with PRISM: A Multi-Concept Feature Description Framework
Laura Kopf, Nils Feldhus, Kirill Bykov, Philine Lou Bommer, Anna Hedström, Marina MC Höhne, Oliver Eberle
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
In Search of Adam’s Secret Sauce
Antonio Orvieto, Robert M. Gower
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 oral
- Readers: Everyone
Reading Recognition in the Wild
Charig Yang, Samiul Alam, Shakhrul Iman Siam, Michael J. Proulx, Lambert Mathias, Kiran Somasundaram, Luis Pesqueira, James Fort, Sheroze Sheriffdeen, Omkar Parkhi, Yuheng Ren, Mi Zhang, Yuning Chai, Richard Newcombe, Hyo Jin Kim
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
PhysDiff: A Physically-Guided Diffusion Model for Multivariate Time Series Anomaly Detection
Long Li, Wencheng Zhang, Shi Yuan, Hongle Guo, Wanghu Chen
- Published: 18 Sept 2025, Last Modified: 17 Dec 2025
- NeurIPS 2025 poster
- Readers: Everyone
Reasoning is Periodicity? Improving Large Language Models Through Effective Periodicity Modeling
Yihong Dong, Ge Li, Xue Jiang, Yongding Tao, Kechi Zhang, Lecheng Wang, Hao Zhu, Huanyu Liu, jiazheng ding, Jia Li, Jinliang Deng, Hong Mei
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
TriggerCraft: A Framework for Enabling Scalable Physical Backdoor Dataset Generation with Generative Models
Sze Jue Yang, Chinh Duc La, Quang H Nguyen, Eugene Bagdasarian, Kok-Seng Wong, Chee Seng Chan, Khoa D Doan
- 11 May 2025 (modified: 29 Oct 2025)
- Submitted to NeurIPS 2025
- Readers: Everyone
Disentangling Hyperedges through the Lens of Category Theory
Yoonho Lee, Junseok Lee, Sangwoo Seo, Sungwon Kim, Yeongmin Kim, Chanyoung Park
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
On Optimal Steering to Achieve Exact Fairness
mohit sharma, Amit Deshpande, Chiranjib Bhattacharyya, Rajiv Ratn Shah
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
Incentivizing Desirable Effort Profiles in Strategic Classification: The Role of Causality and Uncertainty
Valia Efthymiou, Chara Podimata, Diptangshu Sen, Juba Ziani
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
UniGist: Towards General and Hardware-aligned Sequence-level Long Context Compression
Chenlong Deng, Zhisong Zhang, Kelong Mao, Shuaiyi Li, Tianqing Fang, Hongming Zhang, Haitao Mi, Dong Yu, Zhicheng Dou
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
SCAN: Self-Denoising Monte Carlo Annotation for Robust Process Reward Learning
Yuyang Ding, Xinyu Shi, Juntao Li, xiaobo liang, Zhaopeng Tu, Min Zhang
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
How Patterns Dictate Learnability in Sequential Data
Mario Morawski, Anaïs Després, Remi Rehm
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
Towards Robust Uncertainty Calibration for Composed Image Retrieval
Yifan Wang, Wuliang Huang, Yufan Wen, Shunning Liu, Chun Yuan
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
Simultaneous Statistical Inference for Off-Policy Evaluation in Reinforcement Learning
Tianpai Luo, Xinyuan Fan, Weichi Wu
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
Rewind-to-Delete: Certified Machine Unlearning for Nonconvex Functions
Siqiao Mu, Diego Klabjan
- Published: 18 Sept 2025, Last Modified: 15 Dec 2025
- NeurIPS 2025 poster
- Readers: Everyone
Projection-Manifold Regularized Latent Diffusion for Robust General Image Fusion
Lei Cao, Hao Zhang, Chunyu Li, Jiayi Ma
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
EF-3DGS: Event-Aided Free-Trajectory 3D Gaussian Splatting
Bohao Liao, Wei Zhai, Zengyu Wan, Zhixin Cheng, Wenfei Yang, Yang Cao, Tianzhu Zhang, Zheng-Jun Zha
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 spotlight
- Readers: Everyone
Learning to Generalize: An Information Perspective on Neural Processes
Hui Li, Huafeng Liu, Shuyang Lin, Jingyue Shi, Yiran Fu, Liping Jing
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
A Beyond-Worst-Case Analysis of Greedy k-means++
Qingyun Chen, Sungjin Im, Benjamin Moseley, Ryan Milstrey, Chenyang Xu, Ruilong Zhang
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
Finding and Reactivating Post-Trained LLMs' Hidden Safety Mechanisms
Mingjie Li, Wai Man Si, Michael Backes, Yang Zhang, Yisen Wang
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
Sequence Modeling with Spectral Mean Flows
Jinwoo Kim, Max Beier, Petar Bevanda, Nayun Kim, Seunghoon Hong
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
State-Covering Trajectory Stitching for Diffusion Planners
Kyowoon Lee, Jaesik Choi
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
How Does Label Noise Gradient Descent Improve Generalization in the Low SNR Regime?
Wei Huang, Andi Han, Yujin Song, Yilan Chen, Denny Wu, Difan Zou, Taiji Suzuki
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
SE-Agent: Self-Evolution Trajectory Optimization in Multi-Step Reasoning with LLM-Based Agents
Yifu Guo, Jiaye Lin, Huacan Wang, Yuzhen Han, Sen Hu, Ziyi Ni, Licheng Wang, Mingguang Chen
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone

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