图像生成 - arXivDaily 专题

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

2506.19713 2025-06-25 cs.LG 50%

Guidance in the Frequency Domain Enables High-Fidelity Sampling at Low CFG Scales

Seyedmorteza Sadat, Tobias Vontobel, Farnood Salehi, Romann M. Weber

专题命中效率与蒸馏：diffusion(abstract)

2506.18227 2025-06-24 cs.CE 50%

Exact Conditional Score-Guided Generative Modeling for Amortized Inference in Uncertainty Quantification

Zezhong Zhang, Caroline Tatsuoka, Dongbin Xiu, Guannan Zhang

专题命中效率与蒸馏：diffusion(abstract)

2506.17340 2025-06-24 physics.chem-ph 50%

Revisiting Sampling Strategies for Molecular Generation

Yuyan Ni, Shikun Feng, Wei-Ying Ma, Zhi-Ming Ma, Yanyan Lan

专题命中效率与蒸馏：diffusion(abstract)

2407.00302 2025-06-18 cond-mat.stat-mech 50%

Short-time large deviation of constrained random acceleration process

Hanshuang Chen, Lulu Tian, Guofeng Li

专题命中效率与蒸馏：diffusion(abstract)

Comments 15 pages, 8 figures

Journal ref Physical Review E 110, 064104 (2024)

2506.05064 2025-06-11 cs.RO 50%

DemoSpeedup: Accelerating Visuomotor Policies via Entropy-Guided Demonstration Acceleration

Lingxiao Guo, Zhengrong Xue, Zijing Xu, Huazhe Xu

机构 * Shanghai Qi Zhi Institute（上海启智研究院）； Tsinghua University IIIS（清华大学智能科学研究院）； Shanghai AI Lab（上海人工智能实验室）； University of Electronic Science and Technology of China（电子科技大学）

专题命中效率与蒸馏：diffusion(abstract)

2506.07843 2025-06-10 cs.LG physics.comp-ph 50%

Jarzynski Reweighting and Sampling Dynamics for Training Energy-Based Models: Theoretical Analysis of Different Transition Kernels

Davide Carbone

机构 * Dipartimento di Scienze Matematiche, Politecnico di Torino, Italy（都灵理工大学数学科学系）； Istituto Nazionale di Fisica Nucleare, Sezione di Torino, Italy（意大利国家核物理研究所都灵分部）； Laboratoire de Physique de l’École normale supérieure, ENS, Université PSL, France（法国高等科学研究所物理实验室）

专题命中效率与蒸馏：diffusion(abstract)

2406.07507 2025-06-04 cs.LG math.DS 50%

Flow map matching with stochastic interpolants: A mathematical framework for consistency models

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

机构 * Courant Institute of Mathematical Sciences（数学科学学院）

专题命中效率与蒸馏：diffusion(abstract)

2506.01460 2025-06-03 cs.SD eess.AS 50%

Few-step Adversarial Schrödinger Bridge for Generative Speech Enhancement

Seungu Han, Sungho Lee, Juheon Lee, Kyogu Lee

机构 * Seoul National University（首尔国立大学）； Supertone Inc.（Supertone公司）

专题命中效率与蒸馏：diffusion(abstract)

Comments Accepted to Interspeech 2025

2401.17539 2025-06-03 cs.LG stat.CO 50%

Gradient-Free Score-Based Sampling Methods with Ensembles

Bryan Riel, Tobias Bischoff

专题命中效率与蒸馏：diffusion(abstract)

Journal ref Applied Mathematical Modelling (2025), 147,

2505.24717 2025-06-02 cs.LG 50%

PDE-Transformer: Efficient and Versatile Transformers for Physics Simulations

Benjamin Holzschuh, Qiang Liu, Georg Kohl, Nils Thuerey

专题命中效率与蒸馏：diffusion(abstract)

Comments ICML 2025. Code available at https://github.com/tum-pbs/pde-transformer

2505.22866 2025-05-30 cs.LG cs.AI 50%

Scaling Offline RL via Efficient and Expressive Shortcut Models

Nicolas Espinosa-Dice, Yiyi Zhang, Yiding Chen, Bradley Guo, Owen Oertell, Gokul Swamy, Kiante Brantley, Wen Sun

机构 * Cornell University（康奈尔大学）； Carnegie Mellon University（卡内基梅隆大学）； Harvard University（哈佛大学）

专题命中效率与蒸馏：diffusion(abstract)

Comments 32 pages, 5 figures. Under review at NeurIPS 2025

2502.14637 2025-05-29 cs.LG cs.AI 50%

ReQFlow: Rectified Quaternion Flow for Efficient and High-Quality Protein Backbone Generation

Angxiao Yue, Zichong Wang, Hongteng Xu

专题命中效率与蒸馏：diffusion(abstract)

2505.20328 2025-05-28 astro-ph.HE astro-ph.SR 50%

A Cosmic Ray Acceleration Mechanism Based on Background Flow Velocity Inhomogeneities Yielding Power-Law Spectra

J. -F. Wang, G. Qin

专题命中效率与蒸馏：diffusion(abstract)

1. 效率与蒸馏 2544 篇

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

Guidance in the Frequency Domain Enables High-Fidelity Sampling at Low CFG Scales

Exact Conditional Score-Guided Generative Modeling for Amortized Inference in Uncertainty Quantification

Revisiting Sampling Strategies for Molecular Generation

Short-time large deviation of constrained random acceleration process

DemoSpeedup: Accelerating Visuomotor Policies via Entropy-Guided Demonstration Acceleration

Jarzynski Reweighting and Sampling Dynamics for Training Energy-Based Models: Theoretical Analysis of Different Transition Kernels

Flow map matching with stochastic interpolants: A mathematical framework for consistency models

Few-step Adversarial Schrödinger Bridge for Generative Speech Enhancement

Gradient-Free Score-Based Sampling Methods with Ensembles

PDE-Transformer: Efficient and Versatile Transformers for Physics Simulations

Scaling Offline RL via Efficient and Expressive Shortcut Models

ReQFlow: Rectified Quaternion Flow for Efficient and High-Quality Protein Backbone Generation

A Cosmic Ray Acceleration Mechanism Based on Background Flow Velocity Inhomogeneities Yielding Power-Law Spectra