图像生成

Gradient regularity for widely degenerate parabolic equations

Michael Strunk

专题命中 扩散模型 ：diffusion(abstract)

Scaling crossover of the generalized Jeffreys-type law

Fugui Ma

专题命中 扩散模型 ：diffusion(abstract)

Comments 41pages

First order equation on random measures as superposition of weak solutions to the McKean-Vlasov equation

Alessandro Pinzi

专题命中 扩散模型 ：diffusion(abstract)

Comments 33 pages. Comments are welcome

Classical-quantum oscillators as diffusive processes in phase space

Emanuele Panella

专题命中 扩散模型 ：diffusion(abstract)

Comments 24 pages, 2 figures + appendices

Magnetically Enhanced Thermoelectric Effect Driven by Martensitic Transformation in the Weak Itinerant Ferromagnet Co$_2$NbSn

Takumi Kihara, Xiao Xu, Yuki Ogi, Yoshiya Adachi, Tufan Roy, Ryuji Matsuura, Takeshi Kanomata

专题命中 扩散模型 ：diffusion(abstract)

Comments 18 pages, 8 figures

Journal ref Jounal of the Physical Society of Japan, 94, 113801 (2025)

Towards Urban Planing AI Agent in the Age of Agentic AI

Rui Liu, Tao Zhe, Zhong-Ren Peng, Necati Catbas, Xinyue Ye, Dongjie Wang, Yanjie Fu

机构 * University of Kansas（堪萨斯大学） ； University of Florida（佛罗里达大学） ； University of Central Florida（中央佛罗里达大学） ； University of Alabama（阿拉巴马大学） ； Arizona State University（亚利桑那州立大学） 纠错

专题命中 扩散模型 ：diffusion(abstract)

Comments this more comprehensive version is under reviewed in ACM SIGKDD exploration

Solving Time-Fractional Partial Integro-Differential Equations Using Tensor Neural Network

Zhongshuo Lin, Qingkui Ma, Hehu Xie, Xiaobo Yin

机构 * School of Mathematical Science, Peking University, Beijing 100871, China（北京大学数学科学学院） ； Peking University Chongqing Research Institute of Big Data, Chongqing 401329, China（北京大学重庆大数据研究院） ； School of Mathematics and Statistics & Hubei Key Laboratory of Mathematical Sciences, Central China Normal University, Wuhan 430079, China（华中师范大学数学与统计学院） ； SKLMS, NCMIS, Academy of Mathematics and Systems Science, Chinese Academy of Sciences, No.55, Zhongguancun Donglu, Beijing 100190, China（中国科学院数学与系统科学研究院） ； School of Mathematical Sciences, University of Chinese Academy of Sciences, Beijing, 100049, China（中国科学院大学数学科学学院） ； School of Mathematics and Statistics & Key Laboratory of Nonlinear Analysis & Applications (Ministry of Education), Central China Normal University, Wuhan 430079, China（华中师范大学数学与统计学院） 纠错

专题命中 扩散模型 ：diffusion(abstract)

Comments 26 pages, 13 figures, 9 tables. Accepted for publication in the SIAM Journal on Scientific Computing

Unified Cross-Scale 3D Generation and Understanding via Autoregressive Modeling

Shuqi Lu, Haowei Lin, Lin Yao, Zhifeng Gao, Xiaohong Ji, Yitao Liang, Weinan E, Linfeng Zhang, Guolin Ke

机构 * DP Technology（DP技术公司） ； AI for Science Institute（人工智能科学研究院） ； School of Mathematical Sciences（数学科学学院） ； Center for Machine Learning Research（机器学习研究中心） ； Institute for Artificial Intelligence（人工智能研究院） 纠错

专题命中 扩散模型 ：diffusion(abstract)

Strongly Coupled Two-scale System with Nonlinear Dispersion: Weak Solvability and Numerical Simulation

Vishnu Raveendran, Surendra Nepal, Rainey Lyons, Michael Eden, Adrian Muntean

专题命中 扩散模型 ：diffusion(abstract)

Stochastic Interpolants: A Unifying Framework for Flows and Diffusions

Michael S. Albergo, Nicholas M. Boffi, Eric Vanden-Eijnden

机构 * Center for Cosmology and Particle Physics New York University（纽约大学宇宙与粒子物理中心） ； Courant Institute of Mathematical Sciences New York University（纽约大学数学科学学院） 纠错

专题命中 扩散模型 ：diffusion(abstract)

Comments JMLR Version

Local explosions and extinction in continuous-state branching processes with logistic competition

Clément Foucart

专题命中 扩散模型 ：diffusion(abstract)

Comments Final version accepted for publication in the journal Potential Analysis

SpotDiff: Spotting and Disentangling Interference in Feature Space for Subject-Preserving Image Generation

Yongzhi Li, Saining Zhang, Yibing Chen, Boying Li, Yanxin Zhang, Xiaoyu Du

专题命中 可控生成 ：image generation(title,abstract)；分类 cs.GR

Biology-driven assessment of deep learning super-resolution imaging of the porosity network in dentin

Lauren Anderson, Lucas Chatelain, Nicolas Tremblay, Kathryn Grandfield, David Rousseau, Aurélien Gourrier

专题命中 图像修复 ：image generation(abstract)；分类 cs.CV

UniMMVSR: A Unified Multi-Modal Framework for Cascaded Video Super-Resolution

Shian Du, Menghan Xia, Chang Liu, Quande Liu, Xintao Wang, Pengfei Wan, Xiangyang Ji

机构 * Tsinghua University（清华大学） ； Huazhong University of Science and Technology（华中科技大学） ； Kling Team, Kuaishou Technology（快手科技 Kling 团队） 纠错

专题命中 图像修复 ：diffusion(abstract)；分类 cs.CV

From Noisy to Native: LLM-driven Graph Restoration for Test-Time Graph Domain Adaptation

Xiangwei Lv, JinLuan Yang, Wang Lin, Jingyuan Chen, Beishui Liao

机构 * Zhejiang University（浙江大学） 纠错

专题命中 图像修复 ：diffusion(abstract)

RePainter: Empowering E-commerce Object Removal via Spatial-matting Reinforcement Learning

Zipeng Guo, Lichen Ma, Xiaolong Fu, Gaojing Zhou, Lan Yang, Yuchen Zhou, Linkai Liu, Yu He, Ximan Liu, Shiping Dong, Jingling Fu, Zhen Chen, Yu Shi, Junshi Huang, Jason Li, Chao Gou

机构 * Sun Yat-sen University（中山大学） ； Beijing University of Chemical Technology（北京化工大学） ； Hunan University（湖南大学） 纠错

专题命中 图像生成评测 ：diffusion(abstract)；inpainting(abstract)；分类 cs.CV

Rectified-CFG++ for Flow Based Models

Shreshth Saini, Shashank Gupta, Alan C. Bovik

机构 * The University of Texas at Austin（德克萨斯大学奥斯汀分校） 纠错

专题命中 图像生成评测 ：text-to-image(abstract)；diffusion(abstract)；分类 cs.CV

Comments Accepted at NeurIPS 2025

Diffusion at Absolute Zero: Langevin Sampling using Successive Moreau Envelopes [journal paper]

Andreas Habring, Alexander Falk, Martin Zach, Thomas Pock

专题命中 效率与蒸馏 ：diffusion(title)

SimCast: Enhancing Precipitation Nowcasting with Short-to-Long Term Knowledge Distillation

Yifang Yin, Shengkai Chen, Yiyao Li, Lu Wang, Ruibing Jin, Wei Cui, Shili Xiang

专题命中 效率与蒸馏 ：diffusion(abstract)；分类 cs.CV

Comments accepted by ICME 2025

Journal ref IEEE International Conference on Multimedia and Expo (ICME) 2025

ComGS: Efficient 3D Object-Scene Composition via Surface Octahedral Probes

Jian Gao, Mengqi Yuan, Yifei Zeng, Chang Zeng, Zhihao Li, Zhenyu Chen, Weichao Qiu, Xiao-Xiao Long, Hao Zhu, Xun Cao, Yao Yao

机构 * Nanjing University（南京大学） ； Huawei Noah’s Ark Lab（华为诺亚实验室） 纠错

专题命中 效率与蒸馏 ：diffusion(abstract)；分类 cs.CV

Wavefunction Flows: Efficient Quantum Simulation of Continuous Flow Models

David Layden, Ryan Sweke, Vojtěch Havlíček, Anirban Chowdhury, Kirill Neklyudov

机构 * IBM Research（IBM研究院） ； MIT-IBM Watson AI Lab（MIT-IBM沃森人工智能实验室） ； African Institute for Mathematical Sciences (AIMS), South Africa（非洲数学科学研究所（AIMS）） ； Department of Mathematical Sciences, Stellenbosch University, Stellenbosch 7600, South Africa（斯泰伦博斯大学数学科学系） ； National Institute for Theoretical and Computational Sciences (NITheCS), South Africa（国家理论与计算科学研究所） ； Mila - Quebec AI Institute（魁北克人工智能研究所） 纠错

专题命中 效率与蒸馏 ：diffusion(abstract)

A Simultaneous Synergistic Protection Mechanism in Hybrid Perovskite-Organic Multi-junctions Enables Long-Term Stable and Efficient Tandem Solar Cells

Chao Liu, Kaicheng Zhang, Xin Zhou, Mingjian Wu, Paul Weitz, Shudi Qiu, Andrej Vincze, Yuchen Bai, Michael A. Anderson, Johannes Frisch, Regan G. Wilks, Marcus Bar, Zijian Peng, Chaohui Li, Jingjing Tian, Jiyun Zhang, Jianchang Wu, Jonas Englhard, Thomas Heumuller, Jens Hauch, Yixing Huang, Ning Li, Julien Bachmann, Erdmann Spiecker, Christoph J. Brabec

专题命中 效率与蒸馏 ：diffusion(abstract)

Expressive Value Learning for Scalable Offline Reinforcement Learning

Nicolas Espinosa-Dice, Kiante Brantley, Wen Sun

机构 * Department of Computer Science（计算机科学系） ； Cornell University（康奈尔大学） ； Kempner Institute（凯普纳研究所） ； Harvard University（哈佛大学） 纠错

专题命中 效率与蒸馏 ：diffusion(abstract)

Comments 24 pages, 5 figures

DM1: MeanFlow with Dispersive Regularization for 1-Step Robotic Manipulation

Guowei Zou, Haitao Wang, Hejun Wu, Yukun Qian, Yuhang Wang, Weibing Li

机构 * School of Computer Science and Engineering, Sun Yat-sen University（中山大学计算机科学与工程学院） ； Guangdong Key Laboratory of Big Data Analysis and Processing（广东大数据分析与处理重点实验室） 纠错

专题命中 效率与蒸馏 ：diffusion(abstract)

Comments Website with code: https://guowei-zou.github.io/dm1/

An Energy-Efficient Edge Coprocessor for Neural Rendering with Explicit Data Reuse Strategies

Binzhe Yuan, Xiangyu Zhang, Zeyu Zheng, Yuefeng Zhang, Haochuan Wan, Zhechen Yuan, Junsheng Chen, Yunxiang He, Junran Ding, Xiaoming Zhang, Chaolin Rao, Wenyan Su, Pingqiang Zhou, Jingyi Yu, Xin Lou

专题命中 效率与蒸馏 ：image synthesis(abstract)

Comments 11 pages, 17 figures, 2 tables

Efficient simulation of a new class of Volterra-type SDEs

Ofelia Bonesini, Giorgia Callegaro, Martino Grasselli, Gilles Pagès

专题命中 效率与蒸馏 ：diffusion(abstract)

Comments Previously appearing as "From elephant to goldfish (and back): memory in stochastic Volterra processes"

Adoption of Watermarking for Generative AI Systems in Practice and Implications under the new EU AI Act

Bram Rijsbosch, Gijs van Dijck, Konrad Kollnig

机构 * Maastricht University - Law and Tech Lab（马斯特里赫特大学-法律与科技实验室） ； Maastricht University - Law（马斯特里赫特大学-法律） ； Tech Lab The Netherlands（科技实验室荷兰） ； Tech Lab（科技实验室） 纠错

专题命中 其他图像生成 ：image generation(abstract)

Comments Note that this work has not yet been published in a peer review journal, it is therefore potentially still subject to change. Update October 2025: extended and slightly revised arguments in legal analysis, results unchanged