图像生成 - arXivDaily 专题

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)

2412.15073 2025-04-01 physics.comp-ph physics.chem-ph 50%

Velocity Jumps for Molecular Dynamics

Nicolaï Gouraud, Louis Lagardère, Olivier Adjoua, Thomas Plé, Pierre Monmarché, Jean-Philip Piquemal

专题命中效率与蒸馏：diffusion(abstract)

Journal ref Journal of Chemical Theory and Computation, 2025, 21 (6), 2854-2866

2503.18078 2025-03-25 eess.SP 50%

GenMetaLoc: Learning to Learn Environment-Aware Fingerprint Generation for Sample Efficient Wireless Localization

Jun Gao, Feng Yin, Wenzhong Yan, Qinglei Kong, Lexi Xu, Shuguang Cui

专题命中效率与蒸馏：diffusion(abstract)

2312.17406 2025-03-25 math.PR q-bio.PE 50%

Sampling probabilities, diffusions, ancestral graphs, and duality under strong selection

Martina Favero, Paul A. Jenkins

专题命中效率与蒸馏：diffusion(abstract)

Comments 44 pages

Journal ref Electronic Journal of Probability 30: 1-43 (2025)

2503.16562 2025-03-24 cs.LG 50%

Bezier Distillation

Ling Feng, SK Yang

专题命中效率与蒸馏：diffusion(abstract)

2407.10763 2025-03-18 math.ST stat.TH 50%

Sampling from the Random Linear Model via Stochastic Localization Up to the AMP Threshold

Han Cui, Zhiyuan Yu, Jingbo Liu

专题命中效率与蒸馏：diffusion(abstract)

2410.11826 2025-03-14 stat.ML cs.LG 50%

Bayesian Experimental Design via Contrastive Diffusions

Jacopo Iollo, Christophe Heinkelé, Pierre Alliez, Florence Forbes

专题命中效率与蒸馏：diffusion(abstract)

2410.18403 2025-03-14 q-bio.BM cs.LG 50%

Structure Language Models for Protein Conformation Generation

Jiarui Lu, Xiaoyin Chen, Stephen Zhewen Lu, Chence Shi, Hongyu Guo, Yoshua Bengio, Jian Tang

专题命中效率与蒸馏：diffusion(abstract)

Comments Published as a conference paper at ICLR 2025, see https://openreview.net/forum?id=OzUNDnpQyd

2502.12371 2025-03-12 cs.RO cs.AI cs.LG 50%

IMLE Policy: Fast and Sample Efficient Visuomotor Policy Learning via Implicit Maximum Likelihood Estimation

Krishan Rana, Robert Lee, David Pershouse, Niko Suenderhauf

专题命中效率与蒸馏：diffusion(abstract)

Comments Videos and code are available at https://imle-policy.github.io/

2503.04357 2025-03-07 cs.LG cs.AI 50%

scDD: Latent Codes Based scRNA-seq Dataset Distillation with Foundation Model Knowledge

Zhen Yu, Jianan Han, Yang Liu, Qingchao Chen

专题命中效率与蒸馏：diffusion(abstract)

2503.02047 2025-03-05 cs.DB 50%

Quantifying Point Contributions: A Lightweight Framework for Efficient and Effective Query-Driven Trajectory Simplification

Yumeng Song, Yu Gu, Tianyi Li, Yushuai Li, Christian S. Jensen, Ge Yu

专题命中效率与蒸馏：diffusion(abstract)

Comments Accepted by VLDB2025

2503.00317 2025-03-04 cs.LG cs.NA math.NA physics.comp-ph 50%

DeepONet Augmented by Randomized Neural Networks for Efficient Operator Learning in PDEs

Zhaoxi Jiang, Fei Wang

专题命中效率与蒸馏：diffusion(abstract)

2503.00461 2025-03-04 cs.AR cs.AI 50%

Leveraging Compute-in-Memory for Efficient Generative Model Inference in TPUs

Zhantong Zhu, Hongou Li, Wenjie Ren, Meng Wu, Le Ye, Ru Huang, Tianyu Jia

专题命中效率与蒸馏：diffusion(abstract)

Comments Accepted to appear at DATE 2025

2412.04318 2025-02-27 cs.CL cs.AI 50%

The Hyperfitting Phenomenon: Sharpening and Stabilizing LLMs for Open-Ended Text Generation

Fredrik Carlsson, Fangyu Liu, Daniel Ward, Murathan Kurfali, Joakim Nivre

专题命中效率与蒸馏：image generation(abstract)

Comments Under review at ICLR

2410.08735 2025-02-25 math.NA cs.NA 50%

A Flexible GMRES Solver with Reduced Order Model Enhanced Synthetic Acceleration Preconditioenr for Parametric Radiative Transfer Equation

Zhichao Peng

专题命中效率与蒸馏：diffusion(abstract)

2311.01497 2025-02-25 astro-ph.HE physics.plasm-ph 50%

Efficient micromirror confinement of sub-TeV cosmic rays in galaxy clusters

Patrick Reichherzer, Archie F. A. Bott, Robert J. Ewart, Gianluca Gregori, Philipp Kempski, Matthew W. Kunz, Alexander A. Schekochihin

专题命中效率与蒸馏：diffusion(abstract)

Comments Accepted manuscript for Nature Astronomy, post-peer review, prior to final editorial changes

Journal ref Nature Astronomy, 2025

2403.16883 2025-02-18 cs.LG stat.ML 50%

GLAD: Improving Latent Graph Generative Modeling with Simple Quantization

Van Khoa Nguyen, Yoann Boget, Frantzeska Lavda, Alexandros Kalousis

专题命中效率与蒸馏：diffusion(abstract)

Comments AAAI 2025 (Previously accepted at SPIGM ICML 2024 workshop)

2502.09624 2025-02-17 cs.AI cs.CR 50%

Efficient and Trustworthy Block Propagation for Blockchain-enabled Mobile Embodied AI Networks: A Graph Resfusion Approach

Jiawen Kang, Jiana Liao, Runquan Gao, Jinbo Wen, Huawei Huang, Maomao Zhang, Changyan Yi, Tao Zhang, Dusit Niyato, Zibin Zheng

专题命中效率与蒸馏：diffusion(abstract)

Comments 15 pages, 11 figures

1. 效率与蒸馏 2557 篇

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

Velocity Jumps for Molecular Dynamics

GenMetaLoc: Learning to Learn Environment-Aware Fingerprint Generation for Sample Efficient Wireless Localization

Sampling probabilities, diffusions, ancestral graphs, and duality under strong selection

Bezier Distillation

Sampling from the Random Linear Model via Stochastic Localization Up to the AMP Threshold

Bayesian Experimental Design via Contrastive Diffusions

Structure Language Models for Protein Conformation Generation

IMLE Policy: Fast and Sample Efficient Visuomotor Policy Learning via Implicit Maximum Likelihood Estimation

scDD: Latent Codes Based scRNA-seq Dataset Distillation with Foundation Model Knowledge

Quantifying Point Contributions: A Lightweight Framework for Efficient and Effective Query-Driven Trajectory Simplification

DeepONet Augmented by Randomized Neural Networks for Efficient Operator Learning in PDEs

Leveraging Compute-in-Memory for Efficient Generative Model Inference in TPUs

The Hyperfitting Phenomenon: Sharpening and Stabilizing LLMs for Open-Ended Text Generation

A Flexible GMRES Solver with Reduced Order Model Enhanced Synthetic Acceleration Preconditioenr for Parametric Radiative Transfer Equation

Efficient micromirror confinement of sub-TeV cosmic rays in galaxy clusters

GLAD: Improving Latent Graph Generative Modeling with Simple Quantization

Efficient and Trustworthy Block Propagation for Blockchain-enabled Mobile Embodied AI Networks: A Graph Resfusion Approach