图像生成

MGE-LDM: Joint Latent Diffusion for Simultaneous Music Generation and Source Extraction

Yunkee Chae, Kyogu Lee

机构 * Music and Audio Research Group (MARG)（音乐与音频研究组） ； Interdisciplinary Program in Artificial Intelligence (IPAI)（人工智能跨学科项目） ； AIIS（人工智能研究所） ； Department of Intelligence and Information（智能与信息系） 纠错

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

Comments Accepted by NeurIPS 2025

Safe, Efficient, and Robust Reinforcement Learning for Ranking and Diffusion Models

Shashank Gupta

机构 * University of Amsterdam（阿姆斯特丹大学） ； Meta AI 纠错

专题命中 扩散模型 ：diffusion(title,abstract)；text-to-image(abstract)

Comments PhD Thesis of Shashank Gupta defended at the University of Amsterdam on October 13th 2025

A Comprehensive Review of Diffusion Models in Smart Agriculture: Progress, Applications, and Challenges

Xing Hu, Haodong Chen, Qianqian Duan, Dawei Zhang

机构 * School of Optical-Electrical and Computer Engineering, University of Shanghai for Science and Technology（上海理工大学光学电子与计算机工程学院） ； School of Electronics and Electrical Engineering, Shanghai University of Engineering Science（上海工程技术大学电子与电气工程学院） 纠错

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

Robust Learning of Diffusion Models with Extremely Noisy Conditions

Xin Chen, Gillian Dobbie, Xinyu Wang, Feng Liu, Di Wang, Jingfeng Zhang

机构 * University of Auckland（奥克兰大学） ； Shandong University（山东大学） ； University of Melbourne（墨尔本大学） ； King Abdullah University of Science and Technology（国王 Abdullah 科学与技术大学） 纠错

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

Learning Robust Diffusion Models from Imprecise Supervision

Dong-Dong Wu, Jiacheng Cui, Wei Wang, Zhiqiang Shen, Masashi Sugiyama

机构 * The University of Tokyo（东京大学） ； RIKEN AIP（日本理化学研究所人工智能研究中心） ； Mohamed bin Zayed University of Artificial Intelligence（穆罕默德·本·扎耶德人工智能大学） 纠错

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

Diffusion-Based Probabilistic Modeling for Hourly Streamflow Prediction and Assimilation

Wencong Yang, Haoyu Ji, Leo Lonzarich, Yalan Song, Chaopeng Shen

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

The Poisson Midpoint Method for Langevin Dynamics: Provably Efficient Discretization for Diffusion Models

Saravanan Kandasamy, Dheeraj Nagaraj

机构 * Cornell University（康奈尔大学） ； Google DeepMind（谷歌DeepMind） 纠错

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

Comments "One often meets his destiny on the road he takes to avoid it" - Master Oogway. My destiny seems to be to write triangle inequalities for the rest of my life

ObCLIP: Oblivious CLoud-Device Hybrid Image Generation with Privacy Preservation

Haoqi Wu, Wei Dai, Ming Xu, Li Wang, Qiang Yan

机构 * TikTok Inc.（TikTok公司） ； National University of Singapore（新加坡国立大学） 纠错

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

Comments Accepted by NeurIPS 2025

PATCHEDSERVE: A Patch Management Framework for SLO-Optimized Hybrid Resolution Diffusion Serving

Desen Sun, Zepeng Zhao, Yuke Wang

专题命中 扩散模型 ：diffusion(title,abstract)；text-to-image(abstract)

MSRepaint: Multiple Sclerosis Repaint with Conditional Denoising Diffusion Implicit Model for Bidirectional Lesion Filling and Synthesis

Jinwei Zhang, Lianrui Zuo, Yihao Liu, Hang Zhang, Samuel W. Remedios, Bennett A. Landman, Peter A. Calabresi, Shiv Saidha, Scott D. Newsome, Dzung L. Pham, Jerry L. Prince, Ellen M. Mowry, Aaron Carass

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

Continuously Augmented Discrete Diffusion model for Categorical Generative Modeling

Huangjie Zheng, Shansan Gong, Ruixiang Zhang, Tianrong Chen, Jiatao Gu, Mingyuan Zhou, Navdeep Jaitly, Yizhe Zhang

机构 * Apple（苹果公司） 纠错

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

DIA: The Adversarial Exposure of Deterministic Inversion in Diffusion Models

Seunghoo Hong, Geonho Son, Juhun Lee, Simon S. Woo

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

Comments ICCV2025

Un-Doubling Diffusion: LLM-guided Disambiguation of Homonym Duplication

Evgeny Kaskov, Elizaveta Petrova, Petr Surovtsev, Anna Kostikova, Ilya Mistiurin, Alexander Kapitanov, Alexander Nagaev

专题命中 扩散模型 ：diffusion(title,abstract)；text-to-image(abstract)

Discrete Diffusion for Reflective Vision-Language-Action Models in Autonomous Driving

Pengxiang Li, Yinan Zheng, Yue Wang, Huimin Wang, Hang Zhao, Jingjing Liu, Xianyuan Zhan, Kun Zhan, Xianpeng Lang

机构 * LiAuto ； Tsinghua University（清华大学） 纠错

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

Fine-tuning of diffusion models via stochastic control: entropy regularization and beyond

Wenpin Tang, Fuzhong Zhou

机构 * Department of Industrial Engineering and Operations Research, Columbia University（工业工程与运筹学系，哥伦比亚大学） 纠错

专题命中 扩散模型 ：diffusion(title,abstract)；text-to-image(abstract)

Comments 17 pages

Graph Signal Generative Diffusion Models

Yigit Berkay Uslu, Samar Hadou, Sergio Rozada, Shirin Saeedi Bidokhti, Alejandro Ribeiro

机构 * Dept. of Electrical and Systems Engineering, University of Pennsylvania, Philadelphia, PA, USA（电气与系统工程系，宾夕法尼亚大学） ； Dept. of Signal Processing and Communications, King Juan Carlos University, Madrid, Spain（信号处理与通信系，国王胡安·卡洛斯大学） 纠错

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

Comments Submitted to 2026 IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2026)

AC-Refiner: Efficient Arithmetic Circuit Optimization Using Conditional Diffusion Models

Chenhao Xue, Kezhi Li, Jiaxing Zhang, Yi Ren, Zhengyuan Shi, Chen Zhang, Yibo Lin, Lining Zhang, Qiang Xu, Guangyu Sun

机构 * School of Integrated Circuits, Peking University（集成电路学院，北京大学） ； Department of Computer Science and Engineering, The Chinese University of Hong Kong（计算机科学与工程系，香港中文大学） ； School of Software and Microelectronics, Peking University（软件与微电子学院，北京大学） ； Shanghai Jiao Tong University（上海交通大学） ； Institute of Electronic Design Automation, Peking University（电子设计自动化研究所，北京大学） ； Beijing Advanced Innovation Center for Integrated Circuits（北京集成电路先进创新中心） ； School of Electronic and Computer Engineering, Peking University（电子与计算机工程学院，北京大学） ； National Center of Technology Innovation for EDA（EDA技术创新国家中心） 纠错

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

Comments 8 pages, 12 figures, to appear in ASP-DAC'26

Painting the market: generative diffusion models for financial limit order book simulation and forecasting

Alfred Backhouse, Kang Li, Jakob Foerster, Anisoara Calinescu, Stefan Zohren

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

Comments Submitted to ICAIF

On the MIA Vulnerability Gap Between Private GANs and Diffusion Models

Ilana Sebag, Jean-Yves Franceschi, Alain Rakotomamonjy, Alexandre Allauzen, Jamal Atif

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

Exploring Diffusion Models for Generative Forecasting of Financial Charts

Taegyeong Lee, Jiwon Park, Kyunga Bang, Seunghyun Hwang, Ung-Jin Jang

机构 * FnGuide Inc.（FnGuide公司） ； GenAI in Finance, MODULABS（金融领域生成式AI，MODULABS） ； Department of Applied Data Science, Sungkyunkwan University（Sungkyunkwan大学应用数据科学系） 纠错

专题命中 扩散模型 ：diffusion(title,abstract)；text-to-image(abstract)

Diffusion Models for Time Series Forecasting: A Survey

Chen Su, Zhengzhou Cai, Yuanhe Tian, Zhuochao Chang, Zihong Zheng, Yan Song

机构 * University of Science and Technology of China（中国科学技术大学） ； Beijing University of Posts and Telecommunications（北京邮电大学） ； University of Washington（华盛顿大学） 纠错

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

Benchmarking Diffusion Annealing-Based Bayesian Inverse Problem Solvers

Evan Scope Crafts, Umberto Villa

机构 * Oden Institute for Computational Engineering and Sciences, The University of Texas at Austin（奥登计算工程与科学研究所，德克萨斯大学奥斯汀分校） ； Dept of Biomedical Engineering, The University of Texas at Austin（生物医学工程系，德克萨斯大学奥斯汀分校） 纠错

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

Journal ref IEEE Open J. Signal Process. 6 (2025) 975-991

Bias Amplification in Stable Diffusion's Representation of Stigma Through Skin Tones and Their Homogeneity

Kyra Wilson, Sourojit Ghosh, Aylin Caliskan

专题命中 扩散模型 ：diffusion(title,abstract)；text-to-image(abstract)

Comments Published in Proceedings of the 2024 AAAI/ACM Conference on AI, Ethics, and Society; code available at https://github.com/kyrawilson/Image-Generation-Bias

CopyrightShield: Enhancing Diffusion Model Security against Copyright Infringement Attacks

Zhixiang Guo, Siyuan Liang, Aishan Liu, Dacheng Tao

机构 * Nanyang Technological University（南洋理工大学） ； Beihang University（北航大学） 纠错

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

From Transthoracic to Transesophageal: Cross-Modality Generation using LoRA Diffusion

Emmanuel Oladokun, Yuxuan Ou, Anna Novikova, Daria Kulikova, Sarina Thomas, Jurica Šprem, Vicente Grau

机构 * University of Oxford GE HealthCare, Cardiovascular Ultrasound R\&D 纠错

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

Comments MICCAI 2025; ASMUS

Deadline-Aware Bandwidth Allocation for Semantic Generative Communication with Diffusion Models

Jinhyuk Choi, Jihong Park, Seungeun Oh, Seong-Lyun Kim

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

Navigating the Exploration-Exploitation Tradeoff in Inference-Time Scaling of Diffusion Models

Xun Su, Jianming Huang, Yang Yusen, Zhongxi Fang, Hiroyuki Kasai

专题命中 扩散模型 ：diffusion(title,abstract)；text-to-image(abstract)

Reward-Directed Score-Based Diffusion Models via q-Learning

Xuefeng Gao, Jiale Zha, Xun Yu Zhou

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

How Do Generative Models Draw a Software Engineer? A Case Study on Stable Diffusion Bias

Tosin Fadahunsi, Giordano d'Aloisio, Antinisca Di Marco, Federica Sarro

机构 * Department of Computer Science, University College London, London, UK（计算机科学系，伦敦大学学院，伦敦，英国） ； Department of Information Engineering, Computer Science and Mathematics, University of L'Aquila, L'Aquila, Italy（信息工程、计算机科学与数学系，拉奎拉大学，拉奎拉，意大利） 纠错

专题命中 扩散模型 ：diffusion(title,abstract)；text-to-image(abstract)

Bridging Sequential Deep Operator Network and Video Diffusion: Residual Refinement of Spatio-Temporal PDE Solutions

Jaewan Park, Farid Ahmed, Kazuma Kobayashi, Seid Koric, Syed Bahauddin Alam, Iwona Jasiuk, Diab Abueidda

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