图像生成 - arXivDaily 专题

2509.01575 2025-09-03 math.NA cs.NA 50%

An efficient spline-based scheme on Shishkin-type meshes for solving singularly perturbed coupled systems with Robin boundary conditions

Kousalya Ramanujam, Vembu Shanthi

专题命中效率与蒸馏：diffusion(abstract)

Comments 20 pages, 6 figures

2502.15530 2025-09-03 physics.comp-ph cond-mat.mtrl-sci 50%

Accurate and efficient machine learning interatomic potentials for finite temperature modeling of molecular crystals

Flaviano Della Pia, Benjamin X. Shi, Venkat Kapil, Andrea Zen, Dario Alfè, Angelos Michaelides

专题命中效率与蒸馏：diffusion(abstract)

Comments Updated figure 1 with corrected energy errors

Journal ref Chem. Sci., 16, 11419-11433 (2025)

2305.10690 2025-09-03 cs.LG 50%

Sampling, Diffusions, and Stochastic Localization

Andrea Montanari

机构 * Department of Statistics and Department of Mathematics, Stanford University（统计学系和数学系，斯坦福大学）； Granica Computing Inc（Granica计算公司）

专题命中效率与蒸馏：diffusion(abstract)

Comments 38 pages, 5 pdf figures

2502.13747 2025-08-19 cs.LG stat.ME stat.ML 50%

Reverse Markov Learning: Multi-Step Generative Models for Complex Distributions

Xinwei Shen, Nicolai Meinshausen, Tong Zhang

专题命中效率与蒸馏：diffusion(abstract)

2508.11194 2025-08-18 cs.IR 50%

Representation Quantization for Collaborative Filtering Augmentation

Yunze Luo, Yinjie Jiang, Gaode Chen, Jingchi Wang, Shicheng Wang, Ruina Sun, Jiang Yuezihan, Jun Zhang, Jian Liang, Han Li, Kun Gai, Kaigui Bian

专题命中效率与蒸馏：diffusion(abstract)

Comments 11 pages, 4 figures

2411.07352 2025-08-18 physics.chem-ph 50%

Efficient Implementation of the Random Phase Approximation with Domain-based Local Pair Natural Orbitals

Yu Hsuan Liang, Xing Zhang, Garnet Kin-Lic Chan, Timothy C. Berkelbach, Hong-Zhou Ye

专题命中效率与蒸馏：diffusion(abstract)

Comments 6 pages, 4 figures

Journal ref J. Chem. Theory Comput. 2025, 21, 6, 2918--2927

2401.01220 2025-08-14 math.NA cs.NA 50%

Solving multiscale dynamical systems by deep learning

Junjie Yao, Yuxiao Yi, Liangkai Hang, Weinan E, Weizong Wang, Yaoyu Zhang, Tianhan Zhang, Zhi-Qin John Xu

专题命中效率与蒸馏：diffusion(abstract)

Comments 18 pages, 6 figures

2508.06833 2025-08-12 nlin.PS cs.NA math.NA 50%

Efficient data-driven regression for reduced-order modeling of spatial pattern formation

Alessandro Alla, Rudy Geelen, Hannah Lu

专题命中效率与蒸馏：diffusion(abstract)

2508.05411 2025-08-08 cs.LG 50%

MolSnap: Snap-Fast Molecular Generation with Latent Variational Mean Flow

Md Atik Ahamed, Qiang Ye, Qiang Cheng

专题命中效率与蒸馏：diffusion(abstract)

2508.04133 2025-08-07 cs.CC cs.DS math.CO math.PR 50%

Polynomial-time sampling despite disorder chaos

Eric Ma, Tselil Schramm

专题命中效率与蒸馏：diffusion(abstract)

2508.03839 2025-08-07 cs.LG cs.AI cs.CE 50%

VAE-DNN: Energy-Efficient Trainable-by-Parts Surrogate Model For Parametric Partial Differential Equations

Yifei Zong, Alexandre M. Tartakovsky

机构 * School of Water Conservancy and Transportation（水利与交通学院）； Zhengzhou University（郑州大学）； Department of Civil and Environmental Engineering（土木与环境工程系）； University of Illinois Urbana Champaign（伊利诺伊大学厄巴纳-香槟分校）

专题命中效率与蒸馏：diffusion(abstract)

2503.14569 2025-08-06 cs.LG cs.AI 50%

Potential Score Matching: Debiasing Molecular Structure Sampling with Potential Energy Guidance

Liya Guo, Zun Wang, Chang Liu, Junzhe Li, Pipi Hu, Yi Zhu

机构 * Yau Mathematical Sciences Center, Tsinghua University（清华大学姚数学科学中心）； Department of Mathematical Sciences, Tsinghua University（清华大学数学科学系）； Microsoft Research AI4Science, Beijing, China（微软研究院AI4Science，北京，中国）； School of Computer Science, Peking University（北京大学计算机科学学院）； Beijing, China（中国北京）

专题命中效率与蒸馏：diffusion(abstract)

2508.01745 2025-08-05 cs.LG cs.DC 50%

Energy-Efficient Federated Learning for Edge Real-Time Vision via Joint Data, Computation, and Communication Design

Xiangwang Hou, Jingjing Wang, Fangming Guan, Jun Du, Chunxiao Jiang, Yong Ren

机构 * Department of Electronic Engineering, Tsinghua University（电子工程系，清华大学）； School of Cyber Science and Technology, Beihang University（网络安全科学与技术学院，北京航空航天大学）

专题命中效率与蒸馏：diffusion(abstract)

2501.06098 2025-08-05 eess.IV 50%

ELFATT: Efficient Linear Fast Attention for Vision Transformers

Chong Wu, Maolin Che, Renjie Xu, Zhuoheng Ran, Hong Yan

专题命中效率与蒸馏：diffusion(abstract)

Comments Accepted by ACM International Conference on Multimedia (MM '25) [The version includes Appendix]

2507.22789 2025-08-01 cs.LG cs.AI 50%

G-Core: A Simple, Scalable and Balanced RLHF Trainer

Junyu Wu, Weiming Chang, Xiaotao Liu, Guanyou He, Haoqiang Hong, Boqi Liu, Hongtao Tian, Tao Yang, Yunsheng Shi, Feng Lin, Ting Yao

专题命中效率与蒸馏：diffusion(abstract)

Comments I haven't received company approval yet, and I uploaded it by mistake

2507.20130 2025-07-29 cs.LG q-bio.BM 50%

Generative molecule evolution using 3D pharmacophore for efficient Structure-Based Drug Design

Yi He, Ailun Wang, Zhi Wang, Yu Liu, Xingyuan Xu, Wen Yan

机构 * ByteDance Seed（字节跳动种子）

专题命中效率与蒸馏：diffusion(abstract)

2507.19330 2025-07-28 physics.app-ph cond-mat.mtrl-sci 50%

Efficient integration of self-assembled organic monolayer tunnel barriers in large area pinhole-free magnetic tunnel junctions

Maryam S. Dehaghani, Sophie Guézo Aguinet, Arnaud Le Pottier, Soraya Ababou-Girard, Rozenn Bernard, Sylvain Tricot, Philippe Schieffer, Bruno Lépine, Francine Solal, Pascal Turban

专题命中效率与蒸馏：diffusion(abstract)

Comments 25 pages, 6 figures

2311.05797 2025-07-25 math.PR math-ph math.MP 50%

Stochastic quantization of the three-dimensional polymer measure via the Dirichlet form method

Sergio Albeverio, Seiichiro Kusuoka, Song Liang, Makoto Nakashima

专题命中效率与蒸馏：diffusion(abstract)

Comments 86 pages, 6 figures, (to appear in Communications in Mathematical Physics)

2412.20936 2025-07-24 cs.SI physics.comp-ph 50%

Influence Maximization in Temporal Networks with Persistent and Reactive Behaviors

Aaqib Zahoor, Iqra Altaf Gillani, Janib ul Bashir

专题命中效率与蒸馏：diffusion(abstract)

2507.12910 2025-07-18 cs.NI 50%

Energy-Efficient RSMA-enabled Low-altitude MEC Optimization Via Generative AI-enhanced Deep Reinforcement Learning

Xudong Wang, Hongyang Du, Lei Feng, Kaibin Huang

专题命中效率与蒸馏：diffusion(abstract)

Comments 13 pages, 10 figures

2502.09609 2025-07-16 cs.LG cs.AI stat.ML 50%

Score-of-Mixture Training: Training One-Step Generative Models Made Simple via Score Estimation of Mixture Distributions

Tejas Jayashankar, J. Jon Ryu, Gregory Wornell

机构 * Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology (MIT), Cambridge, Massachusetts, USA（电气工程与计算机科学系，麻省理工学院（MIT），剑桥，马萨诸塞州，美国）

专题命中效率与蒸馏：diffusion(abstract)

Comments 29 pages, 12 figures. ICML 2025 (spotlight)

2503.20815 2025-07-15 eess.IV 50%

D2SA: Dual-Stage Distribution and Slice Adaptation for Efficient Test-Time Adaptation in MRI Reconstruction

Lipei Zhang, Rui Sun, Zhongying Deng, Yanqi Cheng, Carola-Bibiane Schönlieb, Angelica I Aviles-Rivero

专题命中效率与蒸馏：diffusion(abstract)

Comments 10 pages, 12 pages (supplementary)

2507.09785 2025-07-15 cs.LG physics.chem-ph 50%

Efficient Molecular Conformer Generation with SO(3)-Averaged Flow Matching and Reflow

Zhonglin Cao, Mario Geiger, Allan dos Santos Costa, Danny Reidenbach, Karsten Kreis, Tomas Geffner, Franco Pellegrini, Guoqing Zhou, Emine Kucukbenli

机构 * NVIDIA ； MIT Center for Bits and Atoms（MIT比特与原子中心）； MIT Center for Bits（MIT比特与原子中心）

专题命中效率与蒸馏：diffusion(abstract)

Comments ICML 2025 poster

2507.09534 2025-07-15 cs.AI cs.LG cs.RO 50%

Consistency Trajectory Planning: High-Quality and Efficient Trajectory Optimization for Offline Model-Based Reinforcement Learning

Guanquan Wang, Takuya Hiraoka, Yoshimasa Tsuruoka

机构 * Department of Information and Communication Engineering（信息与通信工程系）； The University of Tokyo（东京大学）； NEC Corporation（日本电装公司）

专题命中效率与蒸馏：diffusion(abstract)

2405.14373 2025-07-08 math.PR cs.NA math.NA stat.CO 50%

Skew-symmetric schemes for stochastic differential equations with non-Lipschitz drift: an unadjusted Barker algorithm

Yuga Iguchi, Samuel Livingstone, Nikolas Nüsken, Giorgos Vasdekis, Rui-Yang Zhang

专题命中效率与蒸馏：diffusion(abstract)

Comments 42 pages, 3 figures Keywords: Stochastic differential equations, Skew-symmetric distributions, Sampling algorithms, Markov Chain Monte Carlo

2501.19136 2025-07-08 physics.plasm-ph astro-ph.HE astro-ph.SR 50%

Effective theory for stochastic particle acceleration, with application to magnetized turbulence

M. Lemoine

专题命中效率与蒸馏：diffusion(abstract)

Comments version to appear in Phys. Rev. E

2506.23564 2025-07-01 astro-ph.HE 50%

Acceleration and Transport of the Unstable Cosmic-ray Isotope $^{60}$Fe in Supernova-Enriched Environments

Xin-Yue Shi, Martin Pohl, Michael M. Schulreich

专题命中效率与蒸馏：diffusion(abstract)

Comments 16 pages, 6 figures, accepted for publication in ApJ, comments are welcome

2506.23179 2025-07-01 cs.SI 50%

Community-Based Efficient Algorithms for User-Driven Competitive Influence Maximization in Social Networks

Rahul Kumar Gautam

专题命中效率与蒸馏：diffusion(abstract)

2503.15758 2025-07-01 cs.LG cs.AI cs.DC 50%

ATTENTION2D: Communication Efficient Distributed Self-Attention Mechanism

Venmugil Elango

机构 * Microsoft（微软）

专题命中效率与蒸馏：image generation(abstract)

Comments Updated Table 1

2504.18506 2025-06-27 cs.LG cond-mat.mtrl-sci physics.chem-ph q-bio.BM 50%

Action-Minimization Meets Generative Modeling: Efficient Transition Path Sampling with the Onsager-Machlup Functional

Sanjeev Raja, Martin Šípka, Michael Psenka, Tobias Kreiman, Michal Pavelka, Aditi S. Krishnapriyan

机构 * Computational Research, LBNL（劳伦斯伯克利国家实验室计算研究部）； Faculty of Mathematics（数学系）； Physics, Charles University（查尔斯大学物理系）； Done prior to joining Amazon（加入亚马逊之前）

专题命中效率与蒸馏：diffusion(abstract)

Comments ICML 2025

1. 效率与蒸馏 2557 篇

An efficient spline-based scheme on Shishkin-type meshes for solving singularly perturbed coupled systems with Robin boundary conditions

Accurate and efficient machine learning interatomic potentials for finite temperature modeling of molecular crystals

Sampling, Diffusions, and Stochastic Localization

Reverse Markov Learning: Multi-Step Generative Models for Complex Distributions

Representation Quantization for Collaborative Filtering Augmentation

Efficient Implementation of the Random Phase Approximation with Domain-based Local Pair Natural Orbitals

Solving multiscale dynamical systems by deep learning

Efficient data-driven regression for reduced-order modeling of spatial pattern formation

MolSnap: Snap-Fast Molecular Generation with Latent Variational Mean Flow

Polynomial-time sampling despite disorder chaos

VAE-DNN: Energy-Efficient Trainable-by-Parts Surrogate Model For Parametric Partial Differential Equations

Potential Score Matching: Debiasing Molecular Structure Sampling with Potential Energy Guidance

Energy-Efficient Federated Learning for Edge Real-Time Vision via Joint Data, Computation, and Communication Design

ELFATT: Efficient Linear Fast Attention for Vision Transformers

G-Core: A Simple, Scalable and Balanced RLHF Trainer

Generative molecule evolution using 3D pharmacophore for efficient Structure-Based Drug Design

Efficient integration of self-assembled organic monolayer tunnel barriers in large area pinhole-free magnetic tunnel junctions

Stochastic quantization of the three-dimensional polymer measure via the Dirichlet form method

Influence Maximization in Temporal Networks with Persistent and Reactive Behaviors

Energy-Efficient RSMA-enabled Low-altitude MEC Optimization Via Generative AI-enhanced Deep Reinforcement Learning

Score-of-Mixture Training: Training One-Step Generative Models Made Simple via Score Estimation of Mixture Distributions

D2SA: Dual-Stage Distribution and Slice Adaptation for Efficient Test-Time Adaptation in MRI Reconstruction

Efficient Molecular Conformer Generation with SO(3)-Averaged Flow Matching and Reflow

Consistency Trajectory Planning: High-Quality and Efficient Trajectory Optimization for Offline Model-Based Reinforcement Learning

Skew-symmetric schemes for stochastic differential equations with non-Lipschitz drift: an unadjusted Barker algorithm

Effective theory for stochastic particle acceleration, with application to magnetized turbulence

Acceleration and Transport of the Unstable Cosmic-ray Isotope $^{60}$Fe in Supernova-Enriched Environments

Community-Based Efficient Algorithms for User-Driven Competitive Influence Maximization in Social Networks

ATTENTION2D: Communication Efficient Distributed Self-Attention Mechanism

Action-Minimization Meets Generative Modeling: Efficient Transition Path Sampling with the Onsager-Machlup Functional