图像生成 - arXivDaily 专题

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)

2504.16262 2025-04-24 cs.LG 50%

Learning Energy-Based Generative Models via Potential Flow: A Variational Principle Approach to Probability Density Homotopy Matching

Junn Yong Loo, Michelle Adeline, Julia Kaiwen Lau, Fang Yu Leong, Hwa Hui Tew, Arghya Pal, Vishnu Monn Baskaran, Chee-Ming Ting, Raphaël C. -W. Phan

机构 * Monash University Malaysia（墨尔本大学马来西亚分校）

专题命中效率与蒸馏：image generation(abstract)

Comments Accepted by Transactions on Machine Learning Research (TMLR)

2502.17027 2025-04-24 physics.space-ph 50%

Impact of Stochastic Acceleration on the Pickup Proton Distribution and ENA Fluxes in the Heliosphere

Igor Baliukin

专题命中效率与蒸馏：diffusion(abstract)

Comments 19 pages, 2 figures; accepted for publication in Fluid Dynamics

2504.16056 2025-04-23 cs.CL 50%

Honey, I Shrunk the Language Model: Impact of Knowledge Distillation Methods on Performance and Explainability

Daniel Hendriks, Philipp Spitzer, Niklas Kühl, Gerhard Satzger

机构 * Karlsruhe Institute of Technology (KIT)（卡尔斯鲁厄理工学院）； Institute for Information Systems (WIN)（信息系统研究所）； University of Bayreuth（拜罗伊特大学）

专题命中效率与蒸馏：diffusion(abstract)

2503.12522 2025-04-23 astro-ph.SR physics.space-ph 50%

Investigation of Inverse Velocity Dispersion in a Solar Energetic Particle Event Observed by Solar Orbiter

Zheyi Ding, F. Robert Wimmer-Schweingruber, Alexander Kollhoff, Patrick Kühl, Liu Yang, Lars Berger, Athanasios Kouloumvakos, Nicolas Wijsen, Jingnan Guo, Daniel Pacheco, Yuncong Li, Manuela Temmer, Javier Rodriguez-Pacheco, C. Robert Allen, C. George Ho, M. Glenn Mason, Zigong Xu, Sindhuja G

专题命中效率与蒸馏：diffusion(abstract)

Comments Accepted by A&A. 13 pages, 9 figures

Journal ref A&A 696, A199 (2025)

2408.14450 2025-04-22 cs.CE 50%

An optimization-based coupling of reduced order models with efficient reduced adjoint basis generation approach

Elizabeth Hawkins, Paul Kuberry, Pavel Bochev

专题命中效率与蒸馏：diffusion(abstract)

Comments 24 pages, 5 figures, 12 tables

2504.13322 2025-04-21 math.PR math.ST stat.TH 50%

Foundations of locally-balanced Markov processes

Samuel Livingstone, Giorgos Vasdekis, Giacomo Zanella

专题命中效率与蒸馏：diffusion(abstract)

Comments Keywords: Markov Processes, Sampling Algorithms, Mixing Times, Ergodicity, Markov Chain Monte Carlo, Locally-balanced processes. 31 pages. 31 pages

2504.06998 2025-04-18 math.NA cs.NA 50%

A Krylov projection algorithm for large symmetric matrices with dense spectra

Vladimir Druskin, Jörn Zimmerling

专题命中效率与蒸馏：diffusion(abstract)

Comments Block Lanczos, Quadrature, Transfer function, Kreĭn-Nudelman, Hermite-Padé

2410.05167 2025-04-18 cs.SD cs.AI cs.LG eess.AS 50%

Presto! Distilling Steps and Layers for Accelerating Music Generation

Zachary Novack, Ge Zhu, Jonah Casebeer, Julian McAuley, Taylor Berg-Kirkpatrick, Nicholas J. Bryan

专题命中效率与蒸馏：diffusion(abstract)

Comments Accepted as Spotlight at ICLR 2025

2410.04026 2025-04-15 math.GM 50%

Efficient tensor-based approach to solving linear systems involving Kronecker sum of matrices

Ahmad Y. Al-Dweik, Abdallah Sayyed-Ahmad

专题命中效率与蒸馏：diffusion(abstract)

2410.01432 2025-04-15 cs.LG stat.ML 50%

Adaptive teachers for amortized samplers

Minsu Kim, Sanghyeok Choi, Taeyoung Yun, Emmanuel Bengio, Leo Feng, Jarrid Rector-Brooks, Sungsoo Ahn, Jinkyoo Park, Nikolay Malkin, Yoshua Bengio

专题命中效率与蒸馏：diffusion(abstract)

Comments ICLR 2025, 27 pages, 12 figures

2504.06140 2025-04-09 astro-ph.HE 50%

Cosmic ray transport and acceleration with magnetic mirroring

A. R. Bell, J. H. Matthews, A. M. Taylor, G. Giacinti

专题命中效率与蒸馏：diffusion(abstract)

Comments Accepted for publication in the Monthly Notices of the Royal Astronomical Society. 12 pages, 9 figures

2504.05128 2025-04-08 physics.flu-dyn 50%

Kinetic study of compressible Rayleigh-Taylor instability with time-varying acceleration

Huilin Lai, Chuandong Lin, Hao Xu, Hailong Liu, Demei Li, Bailing Chen

专题命中效率与蒸馏：diffusion(abstract)

2504.00564 2025-04-04 cs.LG 50%

Geometric Median Matching for Robust k-Subset Selection from Noisy Data

Anish Acharya, Sujay Sanghavi, Alexandros G. Dimakis, Inderjit S Dhillon

专题命中效率与蒸馏：image generation(abstract)

1. 效率与蒸馏 2544 篇

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?

Learning Energy-Based Generative Models via Potential Flow: A Variational Principle Approach to Probability Density Homotopy Matching

Impact of Stochastic Acceleration on the Pickup Proton Distribution and ENA Fluxes in the Heliosphere

Honey, I Shrunk the Language Model: Impact of Knowledge Distillation Methods on Performance and Explainability

Investigation of Inverse Velocity Dispersion in a Solar Energetic Particle Event Observed by Solar Orbiter

An optimization-based coupling of reduced order models with efficient reduced adjoint basis generation approach

Foundations of locally-balanced Markov processes

A Krylov projection algorithm for large symmetric matrices with dense spectra

Presto! Distilling Steps and Layers for Accelerating Music Generation

Efficient tensor-based approach to solving linear systems involving Kronecker sum of matrices

Adaptive teachers for amortized samplers

Cosmic ray transport and acceleration with magnetic mirroring

Kinetic study of compressible Rayleigh-Taylor instability with time-varying acceleration

Geometric Median Matching for Robust k-Subset Selection from Noisy Data