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Incentivizing Reasoning for Advanced Instruction-Following of Large Language Models
Yulei Qin, Gang Li, Zongyi Li, Zihan Xu, Yuchen Shi, Zhekai Lin, Xiao Cui, Ke Li, Xing Sun
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
VisualQuality-R1: Reasoning-Induced Image Quality Assessment via Reinforcement Learning to Rank
Tianhe Wu, Jian Zou, Jie Liang, Lei Zhang, Kede Ma
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 spotlight
- Readers: Everyone
3DLLM-Mem: Long-Term Spatial-Temporal Memory for Embodied 3D Large Language Model
Wenbo Hu, Yining Hong, Yanjun Wang, Leison Gao, Zibu Wei, Xingcheng Yao, Nanyun Peng, Yonatan Bitton, Idan Szpektor, Kai-Wei Chang
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
Auto-Connect: Connectivity-Preserving RigFormer with Direct Preference Optimization
Guojingfeng, Jian Liu, Jinnan Chen, Shiwei Mao, Changrong Hu, Puhua Jiang, Junlin Yu, Jing Xu, Qi Liu, LiXin Xu, Zhuo Chen, Chunchao Guo
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
MMaDA: Multimodal Large Diffusion Language Models
Ling Yang, Ye Tian, Bowen Li, Xinchen Zhang, Ke Shen, Yunhai Tong, Mengdi Wang
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
GenColor: Generative and Expressive Color Enhancement with Pixel-Perfect Texture Preservation
Yi Dong, Yuxi Wang, Xianhui Lin, Wenqi Ouyang, Zhiqi Shen, Peiran Ren, Ruoxi Fan, Rynson W. H. Lau
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 spotlight
- Readers: Everyone
iFinder: Structured Zero-Shot Vision-Based LLM Grounding for Dash-Cam Video Reasoning
Manyi Yao, Bingbing Zhuang, Sparsh Garg, Amit Roy-Chowdhury, Christian R. Shelton, Manmohan Chandraker, Abhishek Aich
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
Does Stochastic Gradient really succeed for bandits?
Dorian Baudry, Emmeran Johnson, Simon Vary, Ciara Pike-Burke, Patrick Rebeschini
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 oral
- Readers: Everyone
Radial Attention: $\mathcal{O}(n\log n)$ Sparse Attention with Energy Decay for Long Video Generation
Xingyang Li, Muyang Li, Tianle Cai, Haocheng Xi, Shuo Yang, Yujun Lin, Lvmin Zhang, Songlin Yang, Jinbo Hu, Kelly Peng, Maneesh Agrawala, Ion Stoica, Kurt Keutzer, Song Han
- Published: 18 Sept 2025, Last Modified: 12 Dec 2025
- NeurIPS 2025 poster
- Readers: Everyone
S$^2$NN: Sub-bit Spiking Neural Networks
Wenjie Wei, Malu Zhang, Jieyuan Zhang, Ammar Belatreche, Shuai Wang, Yimeng Shan, Hanwen Liu, Honglin Cao, Guoqing Wang, Yang Yang, Haizhou Li
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
Perception Encoder: The best visual embeddings are not at the output of the network
Daniel Bolya, Po-Yao Huang, Peize Sun, Jang Hyun Cho, Andrea Madotto, Chen Wei, Tengyu Ma, Jiale Zhi, Jathushan Rajasegaran, Hanoona Abdul Rasheed, Junke Wang, Marco Monteiro, Hu Xu, Shiyu Dong, Nikhila Ravi, Shang-Wen Li, Piotr Dollar, Christoph Feichtenhofer
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 oral
- Readers: Everyone
Geometry Aware Operator Transformer as an efficient and accurate neural surrogate for PDEs on arbitrary domains
Shizheng Wen, Arsh Kumbhat, Levi Lingsch, Sepehr Mousavi, Yizhou Zhao, Praveen Chandrashekar, Siddhartha Mishra
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
3DRS: MLLMs Need 3D-Aware Representation Supervision for Scene Understanding
Xiaohu Huang, Jingjing Wu, Qunyi Xie, Kai Han
- Published: 18 Sept 2025, Last Modified: 11 Dec 2025
- NeurIPS 2025 poster
- Readers: Everyone
Universal Video Temporal Grounding with Generative Multi-modal Large Language Models
Zeqian Li, Shangzhe Di, Zhonghua Zhai, Weilin Huang, Yanfeng Wang, Weidi Xie
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
Comparing Uniform Price and Discriminatory Multi-Unit Auctions through Regret Minimization
Marius Potfer, Vianney Perchet
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
R1-ShareVL: Incentivizing Reasoning Capabilities of Multimodal Large Language Models via Share-GRPO
Huanjin Yao, Qixiang Yin, Jingyi Zhang, Min Yang, Yibo Wang, Wenhao Wu, Fei Su, Li Shen, Minghui Qiu, Dacheng Tao, Jiaxing Huang
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
StateSpaceDiffuser: Bringing Long Context to Diffusion World Models
Nedko Savov, Naser Kazemi, Deheng Zhang, Danda Pani Paudel, Xi Wang, Luc Van Gool
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
ELDET: Early-Learning Distillation with Noisy Labels for Object Detection
Dongmin Choi, Sangbin Lee, EungGu Yun, Jonghyuk Baek, Frank C. Park
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
Beyond Attention or Similarity: Maximizing Conditional Diversity for Token Pruning in MLLMs
Qizhe Zhang, Mengzhen Liu, Lichen Li, Ming Lu, Yuan Zhang, Junwen Pan, Qi She, Shanghang Zhang
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
Non-Stationary Lipschitz Bandits
Nicolas Nguyen, Solenne Gaucher, Claire Vernade
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
The Price of Opportunity Fairness in Matroid Allocation Problems
Rémi Castera, Felipe Garrido, Patrick Loiseau, Simon Mauras, Mathieu Molina, Vianney Perchet
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
G-Memory: Tracing Hierarchical Memory for Multi-Agent Systems
Guibin Zhang, Muxin Fu, Kun Wang, Guancheng Wan, Miao Yu, Shuicheng YAN
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 spotlight
- Readers: Everyone
Fin3R: Fine-tuning Feed-forward 3D Reconstruction Models via Monocular Knowledge Distillation
Weining Ren, Hongjun Wang, Xiao Tan, Kai Han
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
T2I-R1: Reinforcing Image Generation with Collaborative Semantic-level and Token-level CoT
Dongzhi Jiang, Ziyu Guo, Renrui Zhang, Zhuofan Zong, Hao Li, Le Zhuo, Shilin Yan, Pheng-Ann Heng, Hongsheng Li
- Published: 18 Sept 2025, Last Modified: 11 Dec 2025
- NeurIPS 2025 poster
- Readers: Everyone
All You Need is One: Capsule Prompt Tuning with a Single Vector
Yiyang Liu, James Chenhao Liang, Heng Fan, Wenhao Yang, Yiming Cui, Xiaotian Han, Lifu Huang, Dongfang Liu, Qifan Wang, Cheng Han
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone

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