图像生成

2510.04440 2025-10-07 cs.LG 50%

Fractional Heat Kernel for Semi-Supervised Graph Learning with Small Training Sample Size

Farid Bozorgnia, Vyacheslav Kungurtsev, Shirali Kadyrov, Mohsen Yousefnezhad

机构 * Department of Mathematics, New Uzbekistan University（数学系，新乌兹别克大学）； Department of Computer Science, Faculty of Electrical Engineering, Czech Technical University in Prague, Czech Republic（计算机科学系，电气工程学院，布拉格捷克技术大学，捷克共和国）； Department of General Education, New Uzbekistan University（一般教育系，新乌兹别克大学）

专题命中扩散模型：diffusion(abstract)

2510.04438 2025-10-07 stat.CO cs.LG stat.ML 50%

spd-metrics-id: A Python Package for SPD-Aware Distance Metrics in Connectome Fingerprinting and Beyond

Kaosar Uddin

机构 * Department of Mathematics and Statistics, Auburn University, USA（数学与统计学系，阿伯茨海德大学）

专题命中扩散模型：diffusion(abstract)

2510.04329 2025-10-07 math.PR 50%

On strong solution of a multidimensional SDE: extension of Yamada -- Watanabe's theorem

A. A. Lyappieva, A. Yu. Veretennikov

专题命中扩散模型：diffusion(abstract)

Comments 9 pages, 12 references

2510.04162 2025-10-07 eess.AS cs.LG cs.SD 50%

Drax: Speech Recognition with Discrete Flow Matching

Aviv Navon, Aviv Shamsian, Neta Glazer, Yael Segal-Feldman, Gill Hetz, Joseph Keshet, Ethan Fetaya

专题命中扩散模型：diffusion(abstract)

2510.04062 2025-10-07 quant-ph cond-mat.mes-hall cond-mat.stat-mech cond-mat.str-el 50%

Approaching the scaling limit of transport through lattices with dephasing

Subhajit Sarkar, Gabriela Wójtowicz, Bartłomiej Gardas, Marek M. Rams, Michael Zwolak

专题命中扩散模型：diffusion(abstract)

Journal ref J. Chem. Phys. 163, 114101 (2025)

2510.03991 2025-10-07 math.AP 50%

Long time evolution of a pair of 2D viscous point vortices

Ping Zhang, Yibin Zhang

专题命中扩散模型：diffusion(abstract)

2510.03972 2025-10-07 math.NA cs.NA math.AP 50%

A discrete data assimilation algorithm for the reconstruction of Gray--Scott dynamics

Tsiry Avisoa Randrianasolo

专题命中扩散模型：diffusion(abstract)

Comments 20 pages, 4 figures

2510.03778 2025-10-07 math.NA cs.NA math.AP 50%

A Variational Method for Conformable Fractional Equations Using Rank-One Updates

Maatank Parashar, Tejas Dhulipalla

专题命中扩散模型：diffusion(abstract)

2509.13046 2025-10-07 cs.CR cs.AI 50%

MIA-EPT: Membership Inference Attack via Error Prediction for Tabular Data

Eyal German, Daniel Samira, Yuval Elovici, Asaf Shabtai

机构 * Department of Software and Information Systems Engineering, Ben-Gurion University of the Negev（软件与信息系统工程系，贝纳尔-盖尔大学）

专题命中扩散模型：diffusion(abstract)

2506.12354 2025-10-07 cond-mat.mtrl-sci 50%

Hydrogen response to high-density dislocations in bulk perovskite oxide SrTiO3

Xufei Fang, Lars Dörrer, Svetlana Korneychuk, Maria Vrellou, Alexander Welle, Stefan Wagner, Astrid Pundt, Harald Schmidt, Christoph Kirchlechner

专题命中扩散模型：diffusion(abstract)

Journal ref Journal of the American Ceramic Society, 2025

2506.12261 2025-10-07 cs.RO 50%

Viewpoint-Agnostic Manipulation Policies with Strategic Vantage Selection

Sreevishakh Vasudevan, Som Sagar, Ransalu Senanayake

机构 * Laboratory for Learning Evaluation and Naturalization of Systems (LENS Lab)（学习评估与系统自然化实验室）； Arizona State University (ASU)（亚利桑那州立大学）

专题命中扩散模型：diffusion(abstract)

2505.16549 2025-10-07 cs.LG 50%

Towards Coordinate- and Dimension-Agnostic Machine Learning for Partial Differential Equations

Trung V. Phan, George A. Kevrekidis, Soledad Villar, Yannis G. Kevrekidis, Juan M. Bello-Rivas

机构 * Department of Chemical and Biomolecular Engineering（化学与生物分子工程系）； Johns Hopkins University（约翰·霍普金斯大学）； Department of Applied Mathematics and Statistics（应用数学与统计学系）； Microsoft Azure Quantum（微软Azure量子）

专题命中扩散模型：diffusion(abstract)

2410.04017 2025-10-07 eess.AS 50%

Adversarial Attacks and Robust Defenses in Speaker Embedding based Zero-Shot Text-to-Speech System

Ze Li, Yao Shi, Yunfei Xu, Ming Li

专题命中扩散模型：diffusion(abstract)

2402.01451 2025-10-07 math.NA cs.NA 50%

Divergence conforming finite element methods for flow-transport coupling with osmotic effects

Arbaz Khan, David Mora, Ricardo Ruíz-Baier, Jesus Vellojin

专题命中扩散模型：diffusion(abstract)

2401.07891 2025-10-07 math.PR 50%

Where do (random) trees grow leaves?

Alessandra Caraceni, Nicolas Curien, Robin Stephenson

专题命中扩散模型：diffusion(abstract)

2510.03385 2025-10-07 quant-ph cs.DS math-ph math.MP math.OC 50%

Mechanisms for Quantum Advantage in Global Optimization of Nonconvex Functions

Dylan Herman, Guneykan Ozgul, Anuj Apte, Junhyung Lyle Kim, Anupam Prakash, Jiayu Shen, Shouvanik Chakrabarti

专题命中扩散模型：diffusion(abstract)

2510.04220 2025-10-07 cs.CV cs.AI cs.LG 79%

MASC: Boosting Autoregressive Image Generation with a Manifold-Aligned Semantic Clustering

Lixuan He, Shikang Zheng, Linfeng Zhang

机构 * Shanghai Jiao Tong University（上海交通大学）； Tsinghua University（清华大学）

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

2509.04438 2025-10-07 cs.CV cs.CL 57%

The Telephone Game: Evaluating Semantic Drift in Unified Models

Sabbir Mollah, Rohit Gupta, Sirnam Swetha, Qingyang Liu, Ahnaf Munir, Mubarak Shah

机构 * Center For Research in Computer Vision, University of Central Florida, USA（计算机视觉研究中心，中央佛罗里达大学）

专题命中可控生成：text-to-image(abstract)；分类 cs.CV

2506.18569 2025-10-07 cs.CV 79%

VisualChef: Generating Visual Aids in Cooking via Mask Inpainting

Oleh Kuzyk, Zuoyue Li, Marc Pollefeys, Xi Wang

机构 * ETH Zürich（苏黎世联邦理工学院）； Microsoft（微软）； TU Munich（慕尼黑工业大学）； MCML

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

Comments GCPR 2025 (oral presentation; Best Master's Thesis Award)

2510.03735 2025-10-07 cs.SD 50%

Soft Disentanglement in Frequency Bands for Neural Audio Codecs

Benoit Ginies, Xiaoyu Bie, Olivier Fercoq, Gaël Richard

机构 * European Research Council（欧洲研究理事会）

专题命中图像修复：inpainting(abstract)

Journal ref EUROPEAN SIGNAL PROCESSING CONFERENCE 2025 [EUSIPCO], Sep 2025, Palermo, Italy

2504.07696 2025-10-07 eess.IV cs.LG 50%

Conformalized Generative Bayesian Imaging: An Uncertainty Quantification Framework for Computational Imaging

Canberk Ekmekci, Mujdat Cetin

机构 * Department of Electrical and Computer Engineering, University of Rochester（电气与计算机工程系，罗切斯特大学）； Goergen Institute for Data Science & AI, University of Rochester（数据科学与人工智能研究院，罗切斯特大学）

专题命中图像修复：inpainting(abstract)

Comments 24 pages, 10 figures, preprint

2510.04450 2025-10-07 cs.CV 57%

REAR: Rethinking Visual Autoregressive Models via Generator-Tokenizer Consistency Regularization

Qiyuan He, Yicong Li, Haotian Ye, Jinghao Wang, Xinyao Liao, Pheng-Ann Heng, Stefano Ermon, James Zou, Angela Yao

机构 * National University of Singapore（新加坡国立大学）； Stanford University（斯坦福大学）； The Chinese University of Hong Kong（香港中文大学）

专题命中个性化与一致性：diffusion(abstract)；分类 cs.CV

Comments 27 pages, 23 figures, 5 tables

2505.18825 2025-10-07 cs.LG cs.CV 57%

How to build a consistency model: Learning flow maps via self-distillation

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

机构 * Carnegie Mellon University（卡内基梅隆大学）； Harvard University（哈佛大学）； Courant Institute of Mathematical Sciences（数学科学学院）

专题命中个性化与一致性：diffusion(abstract)；分类 cs.CV

Comments NeurIPS 2025

2411.04712 2025-10-07 cs.CV cs.LG 77%

SEE-DPO: Self Entropy Enhanced Direct Preference Optimization

Shivanshu Shekhar, Shreyas Singh, Tong Zhang

机构 * Siebel School of Computing and Data Science（计算与数据科学学院）； University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校）； Fractal AI Research（Fractal AI研究院）

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

2406.19568 2025-10-07 cs.CV cs.AI 70%

How Far are AI-generated Videos from Simulating the 3D Visual World: A Learned 3D Evaluation Approach

Chirui Chang, Jiahui Liu, Zhengzhe Liu, Xiaoyang Lyu, Yi-Hua Huang, Xin Tao, Pengfei Wan, Di Zhang, Xiaojuan Qi

机构 * The University of Hong Kong（香港大学）； Kling Team, Kuaishou Technology（快手科技 Kling 团队）； Lingnan University（岭大）

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

Comments ICCV 2025

2510.05053 2025-10-07 cs.CV 57%

No-reference Quality Assessment of Contrast-distorted Images using Contrast-enhanced Pseudo Reference

Mohammad-Ali Mahmoudpour, Saeed Mahmoudpour

专题命中图像生成评测：image generation(abstract)；分类 cs.CV

2510.03840 2025-10-07 cs.CV 57%

Mirage: Unveiling Hidden Artifacts in Synthetic Images with Large Vision-Language Models

Pranav Sharma, Shivank Garg, Durga Toshniwal

机构 * Indian Institute of Technology Roorkee（印度理工学院罗奥里分校）

专题命中图像生成评测：image generation(abstract)；分类 cs.CV

Comments ACM MM'25, MALLM Workshop

2510.04354 2025-10-07 cs.RO cs.AI cs.SY eess.SY 50%

Reliable and Scalable Robot Policy Evaluation with Imperfect Simulators

Apurva Badithela, David Snyder, Lihan Zha, Joseph Mikhail, Matthew O'Kelly, Anushri Dixit, Anirudha Majumdar

机构 * Princeton University（普林斯顿大学）； University of Texas, Austin（德克萨斯大学奥斯汀分校）； University of California, Los Angeles（加州大学洛杉矶分校）

专题命中图像生成评测：diffusion(abstract)

2505.05126 2025-10-07 cs.LG 50%

Taming OOD Actions for Offline Reinforcement Learning: An Advantage-Based Approach

Xuyang Chen, Keyu Yan, Wenhan Cao, Lin Zhao

机构 * Department of Electrical and Computer Engineering（电气与计算机工程系）； National University of Singapore（新加坡国立大学）

专题命中图像生成评测：diffusion(abstract)

2510.03397 2025-10-07 hep-ph 50%

Foundation models for equation discovery in high energy physics

Manuel Morales-Alvarado

专题命中图像生成评测：image generation(abstract)

Comments 6 pages

1. 扩散模型 98 篇

Fractional Heat Kernel for Semi-Supervised Graph Learning with Small Training Sample Size

spd-metrics-id: A Python Package for SPD-Aware Distance Metrics in Connectome Fingerprinting and Beyond

On strong solution of a multidimensional SDE: extension of Yamada -- Watanabe's theorem

Drax: Speech Recognition with Discrete Flow Matching

Approaching the scaling limit of transport through lattices with dephasing

Long time evolution of a pair of 2D viscous point vortices

A discrete data assimilation algorithm for the reconstruction of Gray--Scott dynamics

A Variational Method for Conformable Fractional Equations Using Rank-One Updates

MIA-EPT: Membership Inference Attack via Error Prediction for Tabular Data

Hydrogen response to high-density dislocations in bulk perovskite oxide SrTiO3

Viewpoint-Agnostic Manipulation Policies with Strategic Vantage Selection

Towards Coordinate- and Dimension-Agnostic Machine Learning for Partial Differential Equations

Adversarial Attacks and Robust Defenses in Speaker Embedding based Zero-Shot Text-to-Speech System

Divergence conforming finite element methods for flow-transport coupling with osmotic effects

Where do (random) trees grow leaves?

Mechanisms for Quantum Advantage in Global Optimization of Nonconvex Functions

2. 可控生成 2 篇

MASC: Boosting Autoregressive Image Generation with a Manifold-Aligned Semantic Clustering

The Telephone Game: Evaluating Semantic Drift in Unified Models

3. 图像修复 3 篇

VisualChef: Generating Visual Aids in Cooking via Mask Inpainting

Soft Disentanglement in Frequency Bands for Neural Audio Codecs

Conformalized Generative Bayesian Imaging: An Uncertainty Quantification Framework for Computational Imaging

4. 个性化与一致性 2 篇

REAR: Rethinking Visual Autoregressive Models via Generator-Tokenizer Consistency Regularization

How to build a consistency model: Learning flow maps via self-distillation

5. 图像生成评测 7 篇

SEE-DPO: Self Entropy Enhanced Direct Preference Optimization

How Far are AI-generated Videos from Simulating the 3D Visual World: A Learned 3D Evaluation Approach

No-reference Quality Assessment of Contrast-distorted Images using Contrast-enhanced Pseudo Reference

Mirage: Unveiling Hidden Artifacts in Synthetic Images with Large Vision-Language Models

Reliable and Scalable Robot Policy Evaluation with Imperfect Simulators

Taming OOD Actions for Offline Reinforcement Learning: An Advantage-Based Approach

Foundation models for equation discovery in high energy physics