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UFO-RL: Uncertainty-Focused Optimization for Efficient Reinforcement Learning Data Selection
Yang Zhao, Kai Xiong, Xiao Ding, Li Du, YangouOuyang, Zhouhao Sun, Jiannan Guan, Wenbin Zhang, Bin Liu, Dong Hu, Bing Qin, Ting Liu
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
Diversity as a Reward: Fine-Tuning LLMs on a Mixture of Domain-Undetermined Data
Zhenqing Ling, Daoyuan Chen, Liuyi Yao, Qianli Shen, Yaliang Li, Ying Shen
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
RoMA: Scaling up Mamba-based Foundation Models for Remote Sensing
Fengxiang Wang, Yulin Wang, Mingshuo Chen, Haotian Wang, Hongzhen Wang, Haiyan Zhao, Yangang Sun, Shuo Wang, Di Wang, Long Lan, Wenjing Yang, Jing Zhang
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
Quantifying Elicitation of Latent Capabilities in Language Models
Elizabeth Donoway, Hailey Joren, Arushi Somani, Henry Sleight, Julian Michael, Michael R DeWeese, John Schulman, Ethan Perez, Fabien Roger, Jan Leike
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
Stable Matching with Ties: Approximation Ratios and Learning
Shiyun Lin, Simon Mauras, Nadav Merlis, Vianney Perchet
- Published: 18 Sept 2025, Last Modified: 11 Dec 2025
- NeurIPS 2025 poster
- Readers: Everyone
Accurate KV Cache Eviction via Anchor Direction Projection for Efficient LLM Inference
Zijie Geng, Jie Wang, Ziqi Liu, Feng Ju, Yiming Li, Xing Li, Mingxuan Yuan, Jianye HAO, Defu Lian, Enhong Chen, Feng Wu
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
Reinforcement learning for one-shot DAG scheduling with comparability identification and dense reward
Xumai Qi, Dongdong Zhang, Taotao Liu, Hongcheng Wang
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
Tortoise and Hare Guidance: Accelerating Diffusion Model Inference with Multirate Integration
Yunghee Lee, Byeonghyun Pak, Junwha Hong, Hoseong Kim
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
Tropical Attention: Neural Algorithmic Reasoning for Combinatorial Algorithms
Baran Hashemi, Kurt Pasque, Chris Teska, Ruriko Yoshida
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
AI-Researcher: Autonomous Scientific Innovation
Jiabin Tang, Lianghao Xia, Zhonghang Li, Chao Huang
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 spotlight
- Readers: Everyone
GnnXemplar: Exemplars to Explanations - Natural Language Rules for Global GNN Interpretability
Burouj Armgaan, Eshan Jain, Harsh Pandey, Mahesh Chandran, Sayan Ranu
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 oral
- Readers: Everyone
BREAD: Branched Rollouts from Expert Anchors Bridge SFT & RL for Reasoning
Xuechen Zhang, Zijian Huang, Yingcong Li, Chenshun Ni, Jiasi Chen, Samet Oymak
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
Abstain Mask Retain Core: Time Series Prediction by Adaptive Masking Loss with Representation Consistency
Renzhao Liang, Sizhe Xu, Chenggang Xie, Jingru Chen, Feiyang Ren, Shu Yang, Takahiro Yabe
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 spotlight
- Readers: Everyone
Improving Task-Specific Multimodal Sentiment Analysis with General MLLMs via Prompting
Haoyu Zhang, Yinan Zhang, Chaolong Ying, Xiaoying Tang, Tianshu Yu
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
Segment Policy Optimization: Effective Segment-Level Credit Assignment in RL for Large Language Models
Yiran Guo, Lijie Xu, Jie Liu, Ye Dan, Shuang Qiu
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
Connecting Neural Models Latent Geometries with Relative Geodesic Representations
Hanlin Yu, Berfin Inal, Georgios Arvanitidis, Søren Hauberg, Francesco Locatello, Marco Fumero
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
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
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
Improving Regret Approximation for Unsupervised Dynamic Environment Generation
Harry Mead, Bruno Lacerda, Jakob Nicolaus Foerster, Nick Hawes
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
Zero-Shot Adaptation of Behavioral Foundation Models to Unseen Dynamics
Maksim Bobrin, Ilya Zisman, Alexander Nikulin, Dmitry V. Dylov, Vladislav Kurenkov
- 12 May 2025 (modified: 29 Oct 2025)
- Submitted to NeurIPS 2025
- Readers: Everyone
LaRes: Evolutionary Reinforcement Learning with LLM-based Adaptive Reward Search
Pengyi Li, Hongyao Tang, Jinbin Qiao, YAN ZHENG, Jianye HAO
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
Uncovering a Universal Abstract Algorithm for Modular Addition in Neural Networks
Gavin McCracken, Gabriela Moisescu-Pareja, Vincent Létourneau, Doina Precup, Jonathan Love
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
Inference-time Alignment in Continuous Space
Yige Yuan, Teng Xiao, Li Yunfan, Bingbing Xu, Shuchang Tao, Yunqi Qiu, Huawei Shen, Xueqi Cheng
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
Shift is Good: Mismatched Data Mixing Improves Test Performance
Marko Medvedev, Kaifeng Lyu, Zhiyuan Li, Nathan Srebro
- 12 May 2025 (modified: 29 Oct 2025)
- Submitted to NeurIPS 2025
- Readers: Everyone
DexFlyWheel: A Scalable and Self-improving Data Generation Framework for Dexterous Manipulation
Kefei Zhu, Fengshuo Bai, YuanHao Xiang, Yishuai Cai, Xinglin Chen, Ruochong Li, Xingtao Wang, Hao Dong, Yaodong Yang, Xiaopeng Fan, Yuanpei Chen
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 spotlight
- Readers: Everyone
Towards Irreversible Attack: Fooling Scene Text Recognition via Multi-Population Coevolution Search
Jingyu Li, Pengwen Dai, Mingqing Zhu, Chengwei Wang, Haolong Liu, Xiaochun Cao
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone

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