图像生成

Scaling Diffusion Transformers Efficiently via $μ$P

Chenyu Zheng, Xinyu Zhang, Rongzhen Wang, Wei Huang, Zhi Tian, Weilin Huang, Jun Zhu, Chongxuan Li

机构 * Gaoling School of AI, Renmin University of China（中国人民大学人工智能学院） ； Beijing Key Laboratory of Research on Large Models（北京大型模型研究关键实验室） ； Engineering Research Center of Next-Generation Intelligent Search（下一代智能搜索与推荐工程研究中心） ； Tsinghua University（清华大学） 纠错

专题命中 扩散模型 ：diffusion(title,abstract)；image generation(abstract)；text-to-image(abstract)；分类 cs.CV

Comments Accepted by NeurIPS 2025, 38 pages, 10 figures, 17 tables

Absorb and Converge: Provable Convergence Guarantee for Absorbing Discrete Diffusion Models

Yuchen Liang, Renxiang Huang, Lifeng Lai, Ness Shroff, Yingbin Liang

机构 * The Ohio State University（俄亥俄州立大学） ； University of California, Davis（加州大学戴维斯分校） 纠错

专题命中 扩散模型 ：diffusion(title,abstract)；image generation(abstract)

StateSpaceDiffuser: Bringing Long Context to Diffusion World Models

Nedko Savov, Naser Kazemi, Deheng Zhang, Danda Pani Paudel, Xi Wang, Luc Van Gool

机构 * INSAIT, Sofia University "St. Kliment Ohridski"（INSAIT，索菲亚大学"圣克莱门特·欧赫里德斯基"） ； ETH Zurich（苏黎世联邦理工学院） ； TU Munich（慕尼黑技术大学） 纠错

专题命中 扩散模型 ：diffusion(title,abstract)；分类 cs.CV

A Primal-dual Forward-backward Splitting Method for Cross-diffusion Gradient Flows with General Mobility Matrices

Yunhong Deng, Chaozhen Wei

专题命中 扩散模型 ：diffusion(title,abstract)

Diffuse Thinking: Exploring Diffusion Language Models as Efficient Thought Proposers for Reasoning

Chenyang Shao, Sijian Ren, Fengli Xu, Yong Li

机构 * Department of Electronic Engineering, BNRist, Tsinghua University（电子工程系、BNRist、清华大学） 纠错

专题命中 扩散模型 ：diffusion(title,abstract)

MDAS-GNN: Multi-Dimensional Spatiotemporal GNN with Spatial Diffusion for Urban Traffic Risk Forecasting

Ziyuan Gao

机构 * University College London（伦敦大学学院） 纠错

专题命中 扩散模型 ：diffusion(title,abstract)

Blind MIMO Semantic Communication via Parallel Variational Diffusion: A Completely Pilot-Free Approach

Hao Jiang, Xiaojun Yuan, Yinuo Huang, Qinghua Guo

专题命中 扩散模型 ：diffusion(title,abstract)

Diffusion-Driven Generation of Minimally Preprocessed Brain MRI

Samuel W. Remedios, Aaron Carass, Jerry L. Prince, Blake E. Dewey

机构 * Image Analysis and Communications Laboratory, Johns Hopkins University（约翰霍普金斯大学图像分析与通信实验室） ； Department of Neurology, Johns Hopkins Hospital for the Alzheimer’s Disease Neuroimaging Initiative（约翰霍普金斯医院阿尔茨海默病神经影像计划神经科） ； for the Australian Imaging Biomarkers and Lifestyle Flagship Study of Aging（澳大利亚成像生物标志物与生活方式老龄化旗舰研究） ； for the Health and Aging Brain Study (HABS-HD) Study Team（健康与老龄化大脑研究（HABS-HD）研究团队） ； for the Mayo Clinic Study of Aging（梅奥诊所老龄化研究） 纠错

专题命中 扩散模型 ：diffusion(title,abstract)

Reaction/Diffusion Competition Drives Anomalous Relaxation of Vitrimers

Makayla R. Branham-Ferrari, Shinian Cheng, Alexei P. Sokolov, David S. Simmons

专题命中 扩散模型 ：diffusion(title,abstract)

Comments Updated to add abstract and additional clarifying conclusion paragraph

Discrete Diffusion Models: Novel Analysis and New Sampler Guarantees

Yuchen Liang, Yingbin Liang, Lifeng Lai, Ness Shroff

机构 * The Ohio State University（俄亥俄州立大学） ； University of California, Davis（加州大学戴维斯分校） 纠错

专题命中 扩散模型 ：diffusion(title,abstract)

Reaction-diffusion models of invasive tree pest spread: quantifying the expansion of oak processionary moth in the UK

Jamie P. McKeown, Laura E. Wadkin, Nick G. Parker, Andrew Golightly, Andrew W. Baggaley

专题命中 扩散模型 ：diffusion(title,abstract)

Graph Diffusion that can Insert and Delete

Matteo Ninniri, Marco Podda, Davide Bacciu

专题命中 扩散模型 ：diffusion(title,abstract)

Comments 39th Conference on Neural Information Processing Systems (NeurIPS 2025). Equation 2 is now correct

Accelerating Diffusion LLMs via Adaptive Parallel Decoding

Daniel Israel, Guy Van den Broeck, Aditya Grover

专题命中 扩散模型 ：diffusion(title,abstract)

Comments 10 pages, 5 figures

Reinforcing the Diffusion Chain of Lateral Thought with Diffusion Language Models

Zemin Huang, Zhiyang Chen, Zijun Wang, Tiancheng Li, Guo-Jun Qi

机构 * Zhejiang Univeristy（浙江大学） ； MAPLE Lab, Westlake University（西湖大学MAPLE实验室） ； Matterwave Intelligence ； Institute of Advanced Technology, Westlake Institute for Advanced Study（西湖研究所以高级技术研究所） 纠错

专题命中 扩散模型 ：diffusion(title,abstract)

Comments Accepted to NeurIPS 2025. Code link: https://github.com/maple-research-lab/LLaDOU

Gradient flow structure for some nonlocal diffusion equations

Andrew Warren

专题命中 扩散模型 ：diffusion(title,abstract)

Comments 65 pages. Draft, comments welcome. Major revision. Existence theorem slightly stronger than in v2

Flexible Modeling of Information Diffusion on Networks with Statistical Guarantees

Alexander Kagan, Elizaveta Levina, Ji Zhu

专题命中 扩散模型 ：diffusion(title,abstract)

Comments 30 pages, 10 figures

Spatially Regularized Super-Resolved Constrained Spherical Deconvolution (SR$^2$-CSD) of Diffusion MRI Data

Ekin Taskin, Gabriel Girard, Juan Luis Villarreal Haro, Jonathan Rafael-Patiño, Eleftherios Garyfallidis, Jean-Philippe Thiran, Erick Jorge Canales-Rodríguez

专题命中 扩散模型 ：diffusion(title,abstract)

Comments 21 pages, 9 figures; Supplementary Material appended after the References

A Hybrid Deep Learning and Forensic Approach for Robust Deepfake Detection

Sales Aribe

专题命中 扩散模型 ：diffusion(abstract)；分类 cs.CV

Comments 11 pages, 13 figures, 9 tables, Published with International Journal of Advanced Computer Science and Applications (IJACSA)

Journal ref International Journal of Advanced Computer Science and Applications (IJACSA) 16.10 (2025)

3rd Place Solution to ICCV LargeFineFoodAI Retrieval

Yang Zhong, Zhiming Wang, Zhaoyang Li, Jinyu Ma, Xiang Li

专题命中 扩散模型 ：diffusion(abstract)；分类 cs.CV

Journal ref ICCV Workshop LargeFineFoodAI (2021)

EBT-Policy: Energy Unlocks Emergent Physical Reasoning Capabilities

Travis Davies, Yiqi Huang, Alexi Gladstone, Yunxin Liu, Xiang Chen, Heng Ji, Huxian Liu, Luhui Hu

机构 * ZhiCheng AI（智成AI） ； UIUC（伊利诺伊大学香槟分校） ； Tsinghua University（清华大学） ； Peking University（北京大学） 纠错

专题命中 扩散模型 ：diffusion(abstract)

Comments 9 pages, 6 figures, 4 tables

On chip plasmonic slit cavity platform for room temperature strong coupling with deterministically positioned colloidal quantum dots

Jin Qin, Benedikt Schurr, Patrick Pertsch, Daniel Friedrich, Max Knopf, Saeid Asgarnezhad-Zorgabad, Lars Meschede, Daniel D. A. Clarke, Monika Emmerling, Artur Podhorodecki, Ortwin Hess, Bert Hecht

专题命中 扩散模型 ：diffusion(abstract)

Spectral Neural Graph Sparsification

Angelica Liguori, Ettore Ritacco, Pietro Sabatino, Annalisa Socievole

机构 * ICAR-CNR（ICAR-意大利国家研究理事会） ； University of Udine（乌迪内大学） 纠错

专题命中 扩散模型 ：diffusion(abstract)

Novel bidomain partitioned strategies for the simulation of ventricular fibrillation dynamics

Gopika P B, Peter Bastian, Nagaiah Chamakuri

专题命中 扩散模型 ：diffusion(abstract)

Magnetically Assisted Separation of Weakly Magnetic Metal Ions in Porous Media. Part 2: Numerical Simulations

Muhammad Garba, Alwell Nwachukwu, Jamel Ali, Theo Siegrist, Munir Humayun, Hadi Mohammadigoushki

专题命中 扩散模型 ：diffusion(abstract)

Density functional investigations on 2D-Be2C as an anode for alkali Metal-ion batteries

Hetvi Jadav, Sadhana Matth, Himanshu Pandey

专题命中 扩散模型 ：diffusion(abstract)

Journal ref Energy Storage 6 (2024) e70048

Hexagonal BeX (X: S, Te) monolayer as potential electrode material for alkali metal-ion batteries: A DFT perspective

Hetvi Jadav, Sadhana Matth, Himanshu Pandey

专题命中 扩散模型 ：diffusion(abstract)

Instantaneous Total Enhanced Dissipation For Very Rough Shear Flows

Marco Romito, Leonardo Roveri

专题命中 扩散模型 ：diffusion(abstract)

The memory-dependent FPK equation for fractional Gaussian noise

Lifang Feng, Bin Pei, Yong Xu

专题命中 扩散模型 ：diffusion(abstract)

Comments Accepted by Probabilistic Engineering Mechanics

Structure-Aware Optimal Intervention for Rumor Dynamics on Networks: Node-Level, Time-Varying, and Resource-Constrained

Yan Zhu, Qingyang Liu, Chang Guo, Tianlong Fan, Linyuan Lü

专题命中 扩散模型 ：diffusion(abstract)

Comments 32 pages,3 figures

Zeeman Doppler mapping deconstructed

M. J. Stift, F. Leone

专题命中 扩散模型 ：diffusion(abstract)

Comments 10 pages, 13 figures