图像生成 - arXivDaily 专题

2507.20499 2025-10-28 cs.LG cs.AI 79%

DmC: Nearest Neighbor Guidance Diffusion Model for Offline Cross-domain Reinforcement Learning

Linh Le Pham Van, Minh Hoang Nguyen, Duc Kieu, Hung Le, Hung The Tran, Sunil Gupta

机构 * Applied Artificial Intelligence Initiative, Deakin University（应用人工智能倡议，德肯大学）； AI Center, VNPT Media, Vietnam（人工智能中心，越南VNPT媒体）

专题命中扩散模型：diffusion(title,abstract)

Comments accepted at ECAI 2025; offline cross-domain reinforcement learning with a guided diffusion model;

2510.23606 2025-10-28 cs.LG cs.AI cs.CL 78%

Variational Masked Diffusion Models

Yichi Zhang, Alex Schwing, Zhizhen Zhao

机构 * University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校）

专题命中扩散模型：diffusion(title,abstract)

Comments Project Page: https://riccizz.github.io/VMD

2510.23258 2025-10-28 cs.RO cs.AI cs.LG 78%

Deep Active Inference with Diffusion Policy and Multiple Timescale World Model for Real-World Exploration and Navigation

Riko Yokozawa, Kentaro Fujii, Yuta Nomura, Shingo Murata

机构 * School of Integrated Design Engineering, Keio University（整合设计工程学院，庆应大学）

专题命中扩散模型：diffusion(title,abstract)

Comments Preprint version

2510.23040 2025-10-28 cs.LG cond-mat.mtrl-sci cs.AI 78%

LLM Meets Diffusion: A Hybrid Framework for Crystal Material Generation

Subhojyoti Khastagir, Kishalay Das, Pawan Goyal, Seung-Cheol Lee, Satadeep Bhattacharjee, Niloy Ganguly

机构 * Indian Institute of Technology, Kharagpur, India（印度理工学院，克哈格普尔分校）； Indo Korea Science and Technology Center, Bangalore, India（印韩科学技术中心，班加罗尔）

专题命中扩散模型：diffusion(title,abstract)

Comments NeurIPS 2025

2510.23016 2025-10-28 cs.RO 78%

ManiDP: Manipulability-Aware Diffusion Policy for Posture-Dependent Bimanual Manipulation

Zhuo Li, Junjia Liu, Dianxi Li, Tao Teng, Miao Li, Sylvain Calinon, Darwin Caldwell, Fei Chen

机构 * Department of Mechanical and Automation Engineering, T-Stone Robotics Institute, The Chinese University of Hong Kong（机械与自动化工程系、T-Stone机器人研究所、香港中文大学）； Hong Kong Center for Logistics Robotics（香港物流机器人中心）； Department of Technological Sciences, Wuhan University（技术科学系、武汉大学）； Idiap Research Institute（Idiap研究所）； Department of Advanced Robotics, Istituto Italiano di Tecnologia（先进机器人系、意大利Istituto Italiano di Tecnologia）

专题命中扩散模型：diffusion(title,abstract)

Comments 7 pages, 6 figures, Accepted and published in IROS 2025

2510.22928 2025-10-28 cs.LG 78%

Diffuse to Detect: A Generalizable Framework for Anomaly Detection with Diffusion Models Applications to UAVs and Beyond

Mingze Gong, Juan Du, Jianbang You

机构 * The Hong Kong University of Science and Technology (Guangzhou)（香港科学与技术大学（广州））

专题命中扩散模型：diffusion(title,abstract)

2510.22852 2025-10-28 cs.LG cs.AI 78%

Encoder-Decoder Diffusion Language Models for Efficient Training and Inference

Marianne Arriola, Yair Schiff, Hao Phung, Aaron Gokaslan, Volodymyr Kuleshov

机构 * Department of Computer Science, Cornell University（计算机科学系，康奈尔大学）

专题命中扩散模型：diffusion(title,abstract)

Comments NeurIPS 2025. We provide the code at https://github.com/kuleshov-group/e2d2

2510.22757 2025-10-28 cs.LG 78%

Distributionally Robust Optimization via Diffusion Ambiguity Modeling

Jiaqi Wen, Jianyi Yang

机构 * University of Houston（德克萨斯大学休斯顿分校）

专题命中扩散模型：diffusion(title,abstract)

2510.22553 2025-10-28 cs.LG cs.AI 78%

DDTR: Diffusion Denoising Trace Recovery

Maximilian Matyash, Avigdor Gal, Arik Senderovich

机构 * Data \& Decision Sciences Technion-Israel Institute of Technology Haifa 3200003, Israel orcidID: 0009-0008-8304-1188 ； Data \& Decision Sciences Technion-Israel Institute of Technology Haifa 3200003, Israel orcidID: 0000-0002-7028-661X ； School of Information Technology

专题命中扩散模型：diffusion(title,abstract)

2510.22515 2025-10-28 nucl-th nucl-ex 78%

An End-to-End Generative Diffusion Model for Heavy-Ion Collisions

Jing-An Sun, Li Yan, Charles Gale, Sangyong Jeon

专题命中扩散模型：diffusion(title,abstract)

Comments Contribution to: Quark Matter 2025

2510.22349 2025-10-28 math.AP 78%

Traveling waves in nonclassical diffusion equations

William Barker, Le Xuan Dong, Vu Trong Luong, Nguyen Duong Toan

专题命中扩散模型：diffusion(title,abstract)

2510.22230 2025-10-28 cs.IT eess.SP math.IT 78%

Robust MIMO Channel Estimation Using Energy-Based Generative Diffusion Models

Ziqi Diao, Xingyu Zhou, Le Liang, Shi Jin

专题命中扩散模型：diffusion(title,abstract)

Comments 5 pages, 4 figures, 1 table. This work has been submitted to the IEEE for possible publication

2509.10203 2025-10-28 math.AP math.PR 78%

Long-Time Asymptotics for Subordinated Fractional Diffusion Equations

Mohamed Majdoub, Ezzedine Mliki

专题命中扩散模型：diffusion(title,abstract)

Comments We have revised the title and improved the presentation

2508.06594 2025-10-28 econ.GN q-fin.EC stat.AP stat.ME 78%

Stochastic Boundaries in Spatial General Equilibrium: A Diffusion-Based Approach to Causal Inference with Spillover Effects

Tatsuru Kikuchi

专题命中扩散模型：diffusion(title,abstract)

Comments 62 pages

2503.21129 2025-10-28 cond-mat.mtrl-sci cond-mat.mes-hall 78%

P-orbital spin generator with large spin Hall angle and long spin diffusion length

Gen Li, Ying Zhang, Xiaoguang Xu, Lei Shen, Zheng Feng, Kangkang Meng, Ang Li, Lu Cheng, Kang He, Wei Tan, Yong Wu, Yihong Wu, Yong Jiang

专题命中扩散模型：diffusion(title,abstract)

2502.10354 2025-10-28 cs.LG math.ST stat.ML stat.TH 78%

Dimension-free Score Matching and Time Bootstrapping for Diffusion Models

Syamantak Kumar, Dheeraj Nagaraj, Purnamrita Sarkar

机构 * University of Texas at Austin（德克萨斯大学奥斯汀分校）； Google DeepMind（谷歌DeepMind）

专题命中扩散模型：diffusion(title,abstract)

2502.04491 2025-10-28 cs.LG math.ST stat.ML stat.TH 78%

Provable Sample-Efficient Transfer Learning Conditional Diffusion Models via Representation Learning

Ziheng Cheng, Tianyu Xie, Shiyue Zhang, Cheng Zhang

机构 * Department of Industrial Engineering and Operations Research, University of California, Berkeley（加州大学伯克利分校工业工程与运筹学系）； School of Mathematical Sciences, Peking University（北京大学数学科学学院）； Center for Statistical Science, Peking University（北京大学统计科学中心）

专题命中扩散模型：diffusion(title,abstract)

2502.03680 2025-10-28 nucl-th 78%

Emulators for Scarce and Noisy Data: Application to Auxiliary-Field Diffusion Monte Carlo for Neutron Matter

Cassandra L. Armstrong, Pablo Giuliani, Kyle Godbey, Rahul Somasundaram, Ingo Tews

专题命中扩散模型：diffusion(title,abstract)

Comments 6 pages, 4 figures, includes supplemental material, published version

Journal ref Phys. Rev. Lett. 135, 142501 (2025)

2502.02513 2025-10-28 cs.LG 78%

Diffusion Generative Modeling on Lie Group Representations

Marco Bertolini, Tuan Le, Djork-Arné Clevert

机构 * Pfizer Worldwide Research and Development（辉瑞全球研发）

专题命中扩散模型：diffusion(title,abstract)

Comments 29 pages. Accepted as a spotlight paper at NeurIPS 2025

2412.11957 2025-10-28 econ.GN physics.soc-ph q-fin.EC 78%

Multiplexing in Networks and Diffusion

Arun G. Chandrasekhar, Vasu Chaudhary, Benjamin Golub, Matthew O. Jackson

专题命中扩散模型：diffusion(title,abstract)

2412.10814 2025-10-28 cs.LG cs.CE 78%

Learning Satellite Pattern-of-Life Identification: A Diffusion-based Approach

Yongchao Ye, Xinting Zhu, Xuejin Shen, Xiaoyu Chen, S. Joe Qin, Lishuai Li

机构 * Department of Data Science, City University of Hong Kong（数据科学系，香港城市大学）； Chengdu Atom Data Tech Co., Ltd（成都原子数据科技有限公司）； School of Data Science, Lingnan University（数据科学学院，岭南大学）

专题命中扩散模型：diffusion(title,abstract)

2510.22147 2025-10-28 math.AP 78%

Well-posedness and finite-time extinction of a PDE-ODE spatial-network model with anisotropic diffusion

Xiao Meng, Kei Fong Lam

专题命中扩散模型：diffusion(title,abstract)

Comments 47 pages, 4 figures

2510.21991 2025-10-28 cs.RO cs.AI 78%

Two-Steps Diffusion Policy for Robotic Manipulation via Genetic Denoising

Mateo Clemente, Leo Brunswic, Rui Heng Yang, Xuan Zhao, Yasser Khalil, Haoyu Lei, Amir Rasouli, Yinchuan Li

机构 * Huawei Technologies Canada（华为技术加拿大）

专题命中扩散模型：diffusion(title,abstract)

Comments 16 pages, 11 figure, 2 tables, accepted at Neurips 2025

2510.21961 2025-10-28 cs.LG cs.CL 78%

Parallel Sampling from Masked Diffusion Models via Conditional Independence Testing

Iskander Azangulov, Teodora Pandeva, Niranjani Prasad, Javier Zazo, Sushrut Karmalkar

机构 * Department of Statistics University of Oxford（统计学系牛津大学）

专题命中扩散模型：diffusion(title,abstract)

2510.21847 2025-10-28 cs.LG 78%

SynCast: Synergizing Contradictions in Precipitation Nowcasting via Diffusion Sequential Preference Optimization

Kaiyi Xu, Junchao Gong, Wenlong Zhang, Ben Fei, Lei Bai, Wanli Ouyang

机构 * University of Science and Technology of China（中国科学技术大学）； Shanghai Artificial Intelligence Laboratory（上海人工智能实验室）； Shanghai Jiao Tong University（上海交通大学）； Chinese University of Hong Kong（香港中文大学）

专题命中扩散模型：diffusion(title,abstract)

2510.21792 2025-10-28 cs.LG cs.AI 78%

Variance-Reduction Guidance: Sampling Trajectory Optimization for Diffusion Models

Shifeng Xu, Yanzhu Liu, Adams Wai-Kin Kong

机构 * College of Computing ； Data Science, Nanyang Technological University Singapore ； Institute for Infocomm Research (I2R) \& Centre for Frontier AI Research, A STAR Singapore liu\

专题命中扩散模型：diffusion(title,abstract)

Journal ref ICME 2025

2510.21744 2025-10-28 cs.RO 78%

FORGE-Tree: Diffusion-Forcing Tree Search for Long-Horizon Robot Manipulation

Yanjia Huang, Shuo Liu, Sheng Liu, Qingxiao Xu, Mingyang Wu, Xiangbo Gao, Zhengzhong Tu

机构 * Department of Computer Science and Engineering, Texas A&M University（德克萨斯A&M大学计算机科学与工程系）； Department of Electrical & Computer Engineering, University of Washington（华盛顿大学电气与计算机工程系）； Karlsruhe Institute of Technology, Germany（德国卡尔斯鲁厄理工学院）

专题命中扩散模型：diffusion(title,abstract)

2503.15386 2025-10-28 cs.RO cs.AI 78%

CCDP: Composition of Conditional Diffusion Policies with Guided Sampling

Amirreza Razmjoo, Sylvain Calinon, Michael Gienger, Fan Zhang

机构 * Honda Research Institute Europe GmbH（本田欧洲研究院）； Idiap Research Institute（IDIAP研究所）； École Polytechnique Fédérale de Lausanne (EPFL)（洛桑联邦理工学院）

专题命中扩散模型：diffusion(title,abstract)

Comments Accepted to IROS 2025

2509.18640 2025-10-28 math.AP math.PR 71%

Well-posedness of the relaxed Electron MHD equations with random diffusion

Ruimeng Hu, Qirui Peng, Xu Yang

专题命中扩散模型：diffusion(title)

2510.23028 2025-10-28 cs.CV cs.AI 70%

Nested AutoRegressive Models

Hongyu Wu, Xuhui Fan, Zhangkai Wu, Longbing Cao

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

1. 扩散模型 79 篇

DmC: Nearest Neighbor Guidance Diffusion Model for Offline Cross-domain Reinforcement Learning

Variational Masked Diffusion Models

Deep Active Inference with Diffusion Policy and Multiple Timescale World Model for Real-World Exploration and Navigation

LLM Meets Diffusion: A Hybrid Framework for Crystal Material Generation

ManiDP: Manipulability-Aware Diffusion Policy for Posture-Dependent Bimanual Manipulation

Diffuse to Detect: A Generalizable Framework for Anomaly Detection with Diffusion Models Applications to UAVs and Beyond

Encoder-Decoder Diffusion Language Models for Efficient Training and Inference

Distributionally Robust Optimization via Diffusion Ambiguity Modeling

DDTR: Diffusion Denoising Trace Recovery

An End-to-End Generative Diffusion Model for Heavy-Ion Collisions

Traveling waves in nonclassical diffusion equations

Robust MIMO Channel Estimation Using Energy-Based Generative Diffusion Models

Long-Time Asymptotics for Subordinated Fractional Diffusion Equations

Stochastic Boundaries in Spatial General Equilibrium: A Diffusion-Based Approach to Causal Inference with Spillover Effects

P-orbital spin generator with large spin Hall angle and long spin diffusion length

Dimension-free Score Matching and Time Bootstrapping for Diffusion Models

Provable Sample-Efficient Transfer Learning Conditional Diffusion Models via Representation Learning

Emulators for Scarce and Noisy Data: Application to Auxiliary-Field Diffusion Monte Carlo for Neutron Matter

Diffusion Generative Modeling on Lie Group Representations

Multiplexing in Networks and Diffusion

Learning Satellite Pattern-of-Life Identification: A Diffusion-based Approach

Well-posedness and finite-time extinction of a PDE-ODE spatial-network model with anisotropic diffusion

Two-Steps Diffusion Policy for Robotic Manipulation via Genetic Denoising

Parallel Sampling from Masked Diffusion Models via Conditional Independence Testing

SynCast: Synergizing Contradictions in Precipitation Nowcasting via Diffusion Sequential Preference Optimization

Variance-Reduction Guidance: Sampling Trajectory Optimization for Diffusion Models

FORGE-Tree: Diffusion-Forcing Tree Search for Long-Horizon Robot Manipulation

CCDP: Composition of Conditional Diffusion Policies with Guided Sampling

Well-posedness of the relaxed Electron MHD equations with random diffusion

Nested AutoRegressive Models