图像生成 - arXivDaily 专题

2508.15069 2025-11-04 stat.CO stat.ME stat.ML 50%

Sampling by averaging: A multiscale approach to score estimation

Paula Cordero-Encinar, Andrew B. Duncan, Sebastian Reich, O. Deniz Akyildiz

专题命中效率与蒸馏：diffusion(abstract)

2503.17468 2025-11-04 eess.IV eess.SP 50%

Anatomically Guided Motion Correction for Placental IVIM Parameter Estimation with Accelerated Sampling Method

Mbaimou Auxence Ngremmadji, Freddy Odille, Charline Bertholdt, Marine Beaumont, Olivier Morel, Bailiang Chen

专题命中效率与蒸馏：diffusion(abstract)

Comments 11 pages, 6 figures

2511.00700 2025-11-04 cs.LG 50%

Privacy-Aware Time Series Synthesis via Public Knowledge Distillation

Penghang Liu, Haibei Zhu, Eleonora Kreacic, Svitlana Vyetrenko

机构 * JPMorgan AI Research（摩根大通人工智能研究）

专题命中效率与蒸馏：diffusion(abstract)

Comments Published on Transactions on Machine Learning Research (TMLR)

2504.06312 2025-11-04 cs.LG cs.AI 50%

DMol: A Highly Efficient and Chemical Motif-Preserving Molecule Generation Platform

Peizhi Niu, Yu-Hsiang Wang, Vishal Rana, Chetan Rupakheti, Abhishek Pandey, Olgica Milenkovic

机构 * University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校）； AbbVie（阿比唯）

专题命中效率与蒸馏：diffusion(abstract)

2502.12395 2025-11-04 cs.LG 50%

Efficient Neural SDE Training using Wiener-Space Cubature

Luke Snow, Vikram Krishnamurthy

专题命中效率与蒸馏：diffusion(abstract)

2510.26892 2025-11-03 cs.LG cs.AI 50%

BI-DCGAN: A Theoretically Grounded Bayesian Framework for Efficient and Diverse GANs

Mahsa Valizadeh, Rui Tuo, James Caverlee

专题命中效率与蒸馏：diffusion(abstract)

2506.15653 2025-11-03 cond-mat.stat-mech physics.chem-ph 50%

Fokker-Planck Score Learning: Efficient Free-Energy Estimation under Periodic Boundary Conditions

Daniel Nagel, Tristan Bereau

专题命中效率与蒸馏：diffusion(abstract)

Comments 11 pages, 4 figures

2506.01158 2025-10-31 cs.LG cs.AI stat.ML 50%

Efficient Regression-Based Training of Normalizing Flows for Boltzmann Generators

Danyal Rehman, Oscar Davis, Jiarui Lu, Jian Tang, Michael Bronstein, Yoshua Bengio, Alexander Tong, Avishek Joey Bose

机构 * Mila – Québec AI Institute（魁北克AI研究所）； Université de Montréal（蒙特利尔大学）； Massachusetts Institute of Technology（麻省理工学院）； University of Oxford（牛津大学）； AITHYRA ； HEC Montréal（蒙特利尔HEC）

专题命中效率与蒸馏：diffusion(abstract)

Comments Preprint; ICML GenBio Best Paper Award 2025

2410.12652 2025-10-31 cs.LG cs.AI eess.SP 50%

Constrained Posterior Sampling: Time Series Generation with Hard Constraints

Sai Shankar Narasimhan, Shubhankar Agarwal, Litu Rout, Sanjay Shakkottai, Sandeep P. Chinchali

机构 * Department of Electrical and Computer Engineering, The University of Texas at Austin（电气与计算机工程系，德克萨斯大学奥斯汀分校）

专题命中效率与蒸馏：diffusion(abstract)

2510.23700 2025-10-29 astro-ph.HE 50%

Shock Acceleration in the Intracluster Medium: Implications of Micromirror Confinement

Rebecca Diesing, Ludwig Böss, Damiano Caprioli

专题命中效率与蒸馏：diffusion(abstract)

Comments 10 pages, 5 figures, submitted to ApJ

2510.03095 2025-10-29 cs.LG cs.AI stat.ML 50%

Distilled Protein Backbone Generation

Liyang Xie, Haoran Zhang, Zhendong Wang, Wesley Tansey, Mingyuan Zhou

机构 * The University of Texas at Austin（德克萨斯大学奥斯汀分校）； The Memorial Sloan Kettering Cancer Center（纪念斯隆凯特林癌症中心）

专题命中效率与蒸馏：diffusion(abstract)

Comments PyTorch implementation: https://github.com/LY-Xie/SiD_Protein

2509.20753 2025-10-27 stat.ML cs.LG 50%

RAPTOR-GEN: RApid PosTeriOR GENerator for Bayesian Learning in Biomanufacturing

Wandi Xu, Wei Xie

机构 * Department of Mechanical and Industrial Engineering, Northeastern University（机械与工业工程系，东北大学）

专题命中效率与蒸馏：diffusion(abstract)

Comments 72 pages, 6 figures

2506.07254 2025-10-27 cs.LG 50%

A Stable Whitening Optimizer for Efficient Neural Network Training

Kevin Frans, Sergey Levine, Pieter Abbeel

机构 * UC Berkeley（伯克利大学）

专题命中效率与蒸馏：diffusion(abstract)

2510.19356 2025-10-23 cs.RO 50%

Imitation Learning Policy based on Multi-Step Consistent Integration Shortcut Model

Yu Fang, Xinyu Wang, Xuehe Zhang, Wanli Xue, Mingwei Zhang, Shengyong Chen, Jie Zhao

机构 * State Key Laboratory of Robotics and Systems, Harbin Institute of Technology（机器人与系统国家重点实验室，哈尔滨工业大学）； School of Computer Science and Engineering, Tianjin University of Technology（计算机科学与工程学院，天津理工大学）

专题命中效率与蒸馏：diffusion(abstract)

2501.12407 2025-10-23 cs.DC cs.LG 50%

The Streaming Batch Model for Efficient and Fault-Tolerant Heterogeneous Execution

Frank Sifei Luan, Ron Yifeng Wang, Yile Gu, Ziming Mao, Charlotte Lin, Amog Kamsetty, Hao Chen, Cheng Su, Balaji Veeramani, Scott Lee, SangBin Cho, Clark Zinzow, Eric Liang, Ion Stoica, Stephanie Wang

机构 * UC Berkeley（加州大学伯克利分校）； University of Washington（华盛顿大学）； Anyscale

专题命中效率与蒸馏：diffusion(abstract)

2509.02106 2025-10-22 cs.DB 50%

GeoLayer: Towards Low-Latency and Cost-Efficient Geo-Distributed Graph Stores with Layered Graph

Feng Yao, Xiaokang Yang, Shufeng Gong, Song Yu, Yanfeng Zhang, Ge Yu

专题命中效率与蒸馏：diffusion(abstract)

2507.15897 2025-10-21 cs.LG cs.AI stat.ML 50%

ReDi: Rectified Discrete Flow

Jaehoon Yoo, Wonjung Kim, Seunghoon Hong

专题命中效率与蒸馏：image generation(abstract)

2505.06535 2025-10-21 cs.AI cs.LG stat.ML 50%

Online Feedback Efficient Active Target Discovery in Partially Observable Environments

Anindya Sarkar, Binglin Ji, Yevgeniy Vorobeychik

专题命中效率与蒸馏：diffusion(abstract)

Comments 31 pages, 28 figures, Accepted to NeurIPS 2025

2510.15628 2025-10-20 quant-ph 50%

Time evolution of the Husimi and Glauber-Sudarshan functions in terms of complementary Hamiltonian symbols

Mritunjay Tyagi, Simon Friederich

专题命中效率与蒸馏：diffusion(abstract)

Comments 14 pages

2510.12842 2025-10-17 q-bio.QM cs.LG 50%

Protenix-Mini+: efficient structure prediction model with scalable pairformer

Bo Qiang, Chengyue Gong, Xinshi Chen, Yuxuan Zhang, Wenzhi Xiao

机构 * University of Washington（华盛顿大学）

专题命中效率与蒸馏：diffusion(abstract)

2507.23675 2025-10-17 cs.LG 50%

One-Step Flow Policy Mirror Descent

Tianyi Chen, Haitong Ma, Na Li, Kai Wang, Bo Dai

机构 * Georgia Institute of Technology（佐治亚理工学院）； Harvard University（哈佛大学）

专题命中效率与蒸馏：diffusion(abstract)

2510.12651 2025-10-15 eess.SP 50%

Moment-based Posterior Sampling for Multi-reference Alignment

Axel Janson, Joakim Andén

专题命中效率与蒸馏：diffusion(abstract)

2510.12562 2025-10-15 astro-ph.HE 50%

Modeling gamma-ray signatures of particle acceleration in stellar clusters from GeV to PeV

A. Inventar, S. Gabici, E. Peretti

专题命中效率与蒸馏：diffusion(abstract)

Comments 8 pages, 3 figures, ICRC proceeding

2510.11988 2025-10-15 astro-ph.HE 50%

Impact of Cosmic Ray Acceleration on the Early Evolution of Bow Shocks around Massive Runaway Stars

Keito Watanabe, Stefanie Walch, Tim-Eric Rathjen, Jonathan Mackey, Pierre Nürnberger, Philipp Girichidis

专题命中效率与蒸馏：diffusion(abstract)

Comments 25 pages, 26 figures (7 figures in Appendix). Submitted to A&A

2510.09309 2025-10-13 cs.CL 50%

Mask Tokens as Prophet: Fine-Grained Cache Eviction for Efficient dLLM Inference

Jianuo Huang, Yaojie Zhang, Yicun Yang, Benhao Huang, Biqing Qi, Dongrui Liu, Linfeng Zhang

机构 * School of Artificial Intelligence, Shanghai Jiao Tong University（上海交通大学人工智能学院）； Huazhong University of Science and Technology（华中科技大学）； University of Electronic Science and Technology of China（电子科技大学）； Carnegie Mellon University（卡内基梅隆大学）； Shanghai Artificial Intelligence Laboratory（上海人工智能实验室）

专题命中效率与蒸馏：diffusion(abstract)

Comments 17 pages, 8 figures

2510.08462 2025-10-10 quant-ph cs.LG stat.ML 50%

Wavefunction Flows: Efficient Quantum Simulation of Continuous Flow Models

David Layden, Ryan Sweke, Vojtěch Havlíček, Anirban Chowdhury, Kirill Neklyudov

机构 * IBM Research（IBM研究院）； MIT-IBM Watson AI Lab（MIT-IBM沃森人工智能实验室）； African Institute for Mathematical Sciences (AIMS), South Africa（非洲数学科学研究所（AIMS））； Department of Mathematical Sciences, Stellenbosch University, Stellenbosch 7600, South Africa（斯泰伦博斯大学数学科学系）； National Institute for Theoretical and Computational Sciences (NITheCS), South Africa（国家理论与计算科学研究所）； Mila - Quebec AI Institute（魁北克人工智能研究所）

专题命中效率与蒸馏：diffusion(abstract)

2510.08330 2025-10-10 physics.app-ph 50%

A Simultaneous Synergistic Protection Mechanism in Hybrid Perovskite-Organic Multi-junctions Enables Long-Term Stable and Efficient Tandem Solar Cells

Chao Liu, Kaicheng Zhang, Xin Zhou, Mingjian Wu, Paul Weitz, Shudi Qiu, Andrej Vincze, Yuchen Bai, Michael A. Anderson, Johannes Frisch, Regan G. Wilks, Marcus Bar, Zijian Peng, Chaohui Li, Jingjing Tian, Jiyun Zhang, Jianchang Wu, Jonas Englhard, Thomas Heumuller, Jens Hauch, Yixing Huang, Ning Li, Julien Bachmann, Erdmann Spiecker, Christoph J. Brabec

专题命中效率与蒸馏：diffusion(abstract)

2510.08218 2025-10-10 cs.LG cs.AI 50%

Expressive Value Learning for Scalable Offline Reinforcement Learning

Nicolas Espinosa-Dice, Kiante Brantley, Wen Sun

机构 * Department of Computer Science（计算机科学系）； Cornell University（康奈尔大学）； Kempner Institute（凯普纳研究所）； Harvard University（哈佛大学）

专题命中效率与蒸馏：diffusion(abstract)

Comments 24 pages, 5 figures

2510.07865 2025-10-10 cs.RO cs.AI 50%

DM1: MeanFlow with Dispersive Regularization for 1-Step Robotic Manipulation

Guowei Zou, Haitao Wang, Hejun Wu, Yukun Qian, Yuhang Wang, Weibing Li

机构 * School of Computer Science and Engineering, Sun Yat-sen University（中山大学计算机科学与工程学院）； Guangdong Key Laboratory of Big Data Analysis and Processing（广东大数据分析与处理重点实验室）

专题命中效率与蒸馏：diffusion(abstract)

Comments Website with code: https://guowei-zou.github.io/dm1/

2510.07667 2025-10-10 eess.IV 50%

An Energy-Efficient Edge Coprocessor for Neural Rendering with Explicit Data Reuse Strategies

Binzhe Yuan, Xiangyu Zhang, Zeyu Zheng, Yuefeng Zhang, Haochuan Wan, Zhechen Yuan, Junsheng Chen, Yunxiang He, Junran Ding, Xiaoming Zhang, Chaolin Rao, Wenyan Su, Pingqiang Zhou, Jingyi Yu, Xin Lou

专题命中效率与蒸馏：image synthesis(abstract)

Comments 11 pages, 17 figures, 2 tables

1. 效率与蒸馏 2557 篇

Sampling by averaging: A multiscale approach to score estimation

Anatomically Guided Motion Correction for Placental IVIM Parameter Estimation with Accelerated Sampling Method

Privacy-Aware Time Series Synthesis via Public Knowledge Distillation

DMol: A Highly Efficient and Chemical Motif-Preserving Molecule Generation Platform

Efficient Neural SDE Training using Wiener-Space Cubature

BI-DCGAN: A Theoretically Grounded Bayesian Framework for Efficient and Diverse GANs

Fokker-Planck Score Learning: Efficient Free-Energy Estimation under Periodic Boundary Conditions

Efficient Regression-Based Training of Normalizing Flows for Boltzmann Generators

Constrained Posterior Sampling: Time Series Generation with Hard Constraints

Shock Acceleration in the Intracluster Medium: Implications of Micromirror Confinement

Distilled Protein Backbone Generation

RAPTOR-GEN: RApid PosTeriOR GENerator for Bayesian Learning in Biomanufacturing

A Stable Whitening Optimizer for Efficient Neural Network Training

Imitation Learning Policy based on Multi-Step Consistent Integration Shortcut Model

The Streaming Batch Model for Efficient and Fault-Tolerant Heterogeneous Execution

GeoLayer: Towards Low-Latency and Cost-Efficient Geo-Distributed Graph Stores with Layered Graph

ReDi: Rectified Discrete Flow

Online Feedback Efficient Active Target Discovery in Partially Observable Environments

Time evolution of the Husimi and Glauber-Sudarshan functions in terms of complementary Hamiltonian symbols

Protenix-Mini+: efficient structure prediction model with scalable pairformer

One-Step Flow Policy Mirror Descent

Moment-based Posterior Sampling for Multi-reference Alignment

Modeling gamma-ray signatures of particle acceleration in stellar clusters from GeV to PeV

Impact of Cosmic Ray Acceleration on the Early Evolution of Bow Shocks around Massive Runaway Stars

Mask Tokens as Prophet: Fine-Grained Cache Eviction for Efficient dLLM Inference

Wavefunction Flows: Efficient Quantum Simulation of Continuous Flow Models

A Simultaneous Synergistic Protection Mechanism in Hybrid Perovskite-Organic Multi-junctions Enables Long-Term Stable and Efficient Tandem Solar Cells

Expressive Value Learning for Scalable Offline Reinforcement Learning

DM1: MeanFlow with Dispersive Regularization for 1-Step Robotic Manipulation

An Energy-Efficient Edge Coprocessor for Neural Rendering with Explicit Data Reuse Strategies