图像生成 - arXivDaily 专题

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)

2502.17349 2025-05-28 physics.chem-ph cs.AI cs.LG 50%

HybridLinker: Topology-Guided Posterior Sampling for Enhanced Diversity and Validity in 3D Molecular Linker Generation

Minyeong Hwang, Ziseok Lee, Kwang-Soo Kim, Kyungsu Kim, Eunho Yang

机构 * KAIST（韩国科学技术院）； Seoul National University（首尔国立大学）； McLean Hospital, Harvard Medical School（麦肯纳医院，哈佛医学院）

专题命中效率与蒸馏：diffusion(abstract)

2505.19602 2025-05-27 cs.LG 50%

Memory-Efficient Visual Autoregressive Modeling with Scale-Aware KV Cache Compression

Kunjun Li, Zigeng Chen, Cheng-Yen Yang, Jenq-Neng Hwang

机构 * University of Washington（华盛顿大学）； National University of Singapore（新加坡国立大学）

专题命中效率与蒸馏：text-to-image(abstract)

2410.08846 2025-05-27 math.NA cs.NA math.PR 50%

The velocity jump Langevin process and its splitting scheme: long time convergence and numerical accuracy

Nicolaï Gouraud, Lucas Journel, Pierre Monmarché

专题命中效率与蒸馏：diffusion(abstract)

2505.13375 2025-05-26 stat.ML cs.LG 50%

Minimum-Excess-Work Guidance

Christopher Kolloff, Tobias Höppe, Emmanouil Angelis, Mathias Jacob Schreiner, Stefan Bauer, Andrea Dittadi, Simon Olsson

机构 * Chalmers University of Technology and University of Gothenburg, Dept. Computer Science and Engineering（查尔姆斯理工大学和哥德堡大学，计算机科学与工程系）； Massachusetts Institute of Technology, Research Laboratory of Electronics（麻省理工学院，电子研究实验室）； Technical University of Munich（慕尼黑技术大学）； Helmholtz AI, Munich（海德堡人工智能研究所，慕尼黑）； Max Planck Institute for Intelligent Systems, Tübingen（马克斯·普朗克智能系统研究所，图宾根）

专题命中效率与蒸馏：diffusion(abstract)

Comments 30 pages, 18 figures

2505.16058 2025-05-23 cs.LG cs.AI physics.data-an 50%

Mesh-free sparse identification of nonlinear dynamics

Mars Liyao Gao, J. Nathan Kutz, Bernat Font

机构 * Paul G. Allen School of Computer Science & Engineering University of Washington（保罗·G·艾伦计算机科学与工程学院华盛顿大学）； Applied Mathematics and Electrical and Computer Engineering University of Washington（应用数学与电气与计算机工程华盛顿大学）； Faculty of Mechanical Engineering Delft University of Technology（机械工程学院代尔夫特理工大学）

专题命中效率与蒸馏：diffusion(abstract)

Comments 17 pages, 13 figures, 14 tables

2505.14821 2025-05-22 cs.LG cs.AI 50%

Sample and Computationally Efficient Continuous-Time Reinforcement Learning with General Function Approximation

Runze Zhao, Yue Yu, Adams Yiyue Zhu, Chen Yang, Dongruo Zhou

机构 * Luddy School of Informatics, Computing, and Engineering（信息学、计算与工程学院）； Indiana University（印第安纳大学）； Department of Statistics（统计学系）； University of Maryland, College Park（马里兰大学学院公园分校）； Department of Electronic and Computer Engineering（电子与计算机工程系）

专题命中效率与蒸馏：diffusion(abstract)

Comments 28 pages, 4 figures, 5 tables. Accepted to UAI 2025

2502.07151 2025-05-21 cs.LG 50%

Conditional Distribution Quantization in Machine Learning

Blaise Delattre, Sylvain Delattre, Alexandre Vérine, Alexandre Allauzen

专题命中效率与蒸馏：inpainting(abstract)

2408.13045 2025-05-21 cs.DS 50%

The adaptive complexity of parallelized log-concave sampling

Huanjian Zhou, Baoxiang Wang, Masashi Sugiyama

专题命中效率与蒸馏：diffusion(abstract)

2304.00654 2025-05-21 stat.AP 50%

Mixed additive modelling of global alien species co-invasions of plants and insects

Martina Boschi, Rūta Juozaitienė, Ernst-Jan Camiel Wit

专题命中效率与蒸馏：diffusion(abstract)

2505.11682 2025-05-20 cs.LG 50%

Mollifier Layers: Enabling Efficient High-Order Derivatives in Inverse PDE Learning

Ananyae Kumar Bhartari, Vinayak Vinayak, Vivek B Shenoy

机构 * University of Pennsylvania（宾夕法尼亚大学）

专题命中效率与蒸馏：diffusion(abstract)

2503.07565 2025-05-16 cs.LG cs.AI stat.ML 50%

Inductive Moment Matching

Linqi Zhou, Stefano Ermon, Jiaming Song

专题命中效率与蒸馏：diffusion(abstract)

2410.06397 2025-05-08 cs.LG cs.DS math.ST stat.TH 50%

Provable Accuracy Bounds for Hybrid Dynamical Optimization and Sampling

Matthew X. Burns, Qingyuan Hou, Michael C. Huang

机构 * Department of Electrical and Computer Engineering（电气与计算机工程系）； University of Rochester（罗切斯特大学）

专题命中效率与蒸馏：diffusion(abstract)

Comments 33 pages, 3 figures

2505.03194 2025-05-07 cs.LG 50%

Convergence Of Consistency Model With Multistep Sampling Under General Data Assumptions

Yiding Chen, Yiyi Zhang, Owen Oertell, Wen Sun

专题命中效率与蒸馏：diffusion(abstract)

1907.07921 2025-05-06 math.PR math-ph math.AP math.MP 50%

Stochastic quantization associated with the $\exp(Φ)_2$-quantum field model driven by space-time white noise on the torus

Masato Hoshino, Hiroshi Kawabi, Seiichiro Kusuoka

专题命中效率与蒸馏：diffusion(abstract)

Comments To appear in Journal of Evolution Equations

2401.06724 2025-05-05 q-fin.TR q-fin.ST 50%

Equity auction dynamics: latent liquidity models with activity acceleration

Mohammed Salek, Damien Challet, Ioane Muni Toke

专题命中效率与蒸馏：diffusion(abstract)

Journal ref Quantitative Finance, 24(10), 1381--1398, 2024

2504.20456 2025-04-30 cs.LG cs.CL 50%

Reviving Any-Subset Autoregressive Models with Principled Parallel Sampling and Speculative Decoding

Gabe Guo, Stefano Ermon

专题命中效率与蒸馏：diffusion(abstract)

2412.09743 2025-04-29 cs.RO 50%

Should We Learn Contact-Rich Manipulation Policies from Sampling-Based Planners?

Huaijiang Zhu, Tong Zhao, Xinpei Ni, Jiuguang Wang, Kuan Fang, Ludovic Righetti, Tao Pang

机构 * New York University（纽约大学）； Boston Dynamics AI Institute（波士顿动力AI研究院）； Georgia Institute of Technology（佐治亚理工学院）； Cornell University（康奈尔大学）； Artificial and Natural Intelligence Toulouse Institute（图卢兹人工智能与自然智能研究所）

专题命中效率与蒸馏：diffusion(abstract)

1. 效率与蒸馏 2557 篇

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

HybridLinker: Topology-Guided Posterior Sampling for Enhanced Diversity and Validity in 3D Molecular Linker Generation

Memory-Efficient Visual Autoregressive Modeling with Scale-Aware KV Cache Compression

The velocity jump Langevin process and its splitting scheme: long time convergence and numerical accuracy

Minimum-Excess-Work Guidance

Mesh-free sparse identification of nonlinear dynamics

Sample and Computationally Efficient Continuous-Time Reinforcement Learning with General Function Approximation

Conditional Distribution Quantization in Machine Learning

The adaptive complexity of parallelized log-concave sampling

Mixed additive modelling of global alien species co-invasions of plants and insects

Mollifier Layers: Enabling Efficient High-Order Derivatives in Inverse PDE Learning

Inductive Moment Matching

Provable Accuracy Bounds for Hybrid Dynamical Optimization and Sampling

Convergence Of Consistency Model With Multistep Sampling Under General Data Assumptions

Stochastic quantization associated with the $\exp(Φ)_2$-quantum field model driven by space-time white noise on the torus

Equity auction dynamics: latent liquidity models with activity acceleration

Reviving Any-Subset Autoregressive Models with Principled Parallel Sampling and Speculative Decoding

Should We Learn Contact-Rich Manipulation Policies from Sampling-Based Planners?