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The Transformer architecture has revolutionized artificial intelligence, yet a principled theoretical understanding of its internal mechanisms remains elusive. This paper introduces a novel analytical framework that reconceptualizes the…

机器学习 · 计算机科学 2025-09-30 Yukun Zhang , Xueqing Zhou

Nonadiabatic effects in chemical reaction at metal surfaces, due to excitation of electron-hole pairs, stand at the frontier of the studies of gas-surface reaction dynamics. However, the first principles description of electronic excitation…

化学物理 · 物理学 2019-12-20 Yaolong Zhang , Reinhard J. Maurer , Bin Jiang

We consider the spin-exchange (SE) cross section in electron scattering from $^3$He\,{\scriptsize II}, which drives the hyperfine-changing \hbox{3.46 cm} (8.665 GHz) line transition. Both the analytical quantum defect method --- applicable…

原子物理 · 物理学 2015-06-19 Klaus Bartschat , H. R. Sadeghpour

The electrical breakdown of SF6 in the presence of floating metal particles is facilitated by two key factors: the role of floating metal particles and the nonlinear breakdown behavior of high-pressure SF6. However, the microscopic…

等离子体物理 · 物理学 2025-06-24 Zihao Feng , Liyang Zhang , Xinxin Wang , Xiaobing Zou , Haiyun Luo , Yangyang Fu

We report the superconducting transition temperature $T_c$ vs. thickness $d_F$ of Ferromagnet/Superconductor (F/S) bilayers, where F is a strong $3d$ ferromagnet (Ni, Ni$_{0.81}$Fe$_{0.19}$ (Permalloy), Co$_{0.5}$Fe$_{0.5}$) and S = Nb,…

超导电性 · 物理学 2014-04-04 T. R. Lemberger , M. J. Hinton , Jie Yong , J. M. Lucy , A. J. Hauser , F. Y. Yang

Tritium plays a critical role in nuclear fusion power plant designs and dryer beds are an essential tool for managing tritiated water vapor. A series of tests were performed to investigate the ability of a saturated dryer to preferentially…

仪器与探测器 · 物理学 2025-10-31 Brandon Massett , Walter Shmayda

Latent generative modeling, where a pretrained autoencoder maps pixels into a latent space for the diffusion process, has become the standard strategy for Diffusion Transformers (DiT); however, the autoencoder component has barely evolved.…

计算机视觉与模式识别 · 计算机科学 2025-10-14 Boyang Zheng , Nanye Ma , Shengbang Tong , Saining Xie

This paper introduces a \textit{Process-Guided Learning (Pril)} framework that integrates physical models with recurrent neural networks (RNNs) to enhance the prediction of dissolved oxygen (DO) concentrations in lakes, which is crucial for…

机器学习 · 计算机科学 2024-11-21 Runlong Yu , Chonghao Qiu , Robert Ladwig , Paul C. Hanson , Yiqun Xie , Yanhua Li , Xiaowei Jia

Recent deep learning frameworks in histopathology, particularly multiple instance learning (MIL) combined with pathology foundational models (PFMs), have shown strong performance. However, PFMs exhibit limitations on certain cancer or…

A novel concept of membrane process in thermal-driven system is proposed for water desalination. By means of molecular dynamics simulations, we show fast water transport through graphene galleries at a temperature gradient. Water molecules…

软凝聚态物质 · 物理学 2018-10-29 Bo Chen , Haifeng Jiang , Huidong Liu , Kang Liu , Xiang Liu , Xuejiao Hu

Molecular dynamics simulations are carried out to explore the dynamical crossover phenomenon in strongly confined and mildly supercooled water in graphene oxide nanopores. In contrast to studies where confinement is used to study the…

软凝聚态物质 · 物理学 2020-03-09 Rajasekaran M , K. Ganapathy Ayappa

Modern power systems are at risk of largely reducing the inertia of generation assets and prone to experience extreme dynamics. The consequence is that, during electromechanical transients triggered by large contingencies, transmission of…

系统与控制 · 电气工程与系统科学 2019-06-27 Asja Derviškadić , Guglielmo Frigo , Mario Paolone

High-pressure torsion (HPT), a technique of severe plastic deformation (SPD), is shown as a promising processing method for exchange-spring magnetic materials in bulk form. Powder mixtures of Fe and SmCo$_{5}$ are consolidated and deformed…

Mixing fronts, where fluids of different chemical compositions mix with each other, are typically subjected to velocity gradients, ranging from the pore scale to the catchment scale due to permeability variations and flow line geometries. A…

流体动力学 · 物理学 2016-04-28 Aditya Bandopadhyay , Tanguy Le Borgne , Yves Méheust , Marco Dentz

This paper investigates the tradeoff between energyefficiency (EE) and spectral-efficiency (SE) for full-duplex (FD) enabled cellular networks.We assume that small cell base stations are working in the FD mode while user devices still work…

信息论 · 计算机科学 2016-07-14 Dingzhu Wen , Guanding Yu , Rongpeng Liy , Yan Cheny , Geoffrey Ye Liz

The recombination of charges is an important process in organic photonic devices because the process influences the device characteristics such as the driving voltage, efficiency and lifetime. By combining the dipole trap theory with the…

材料科学 · 物理学 2017-08-04 Chang-Heon Lee , Jeong-Hwan Lee , Kwon-Hyeon Kim , Jang-Joo Kim

We performed a computational analysis on percolation transport and filament formation in amorphous $Ge_2Sb_2Te_5$ (a-GST) using 2D finite-element multi-physics simulations with 2 nm out-of-plane depth using an electric-field and temperature…

应用物理 · 物理学 2025-03-14 Md Samzid Bin Hafiz , Helena Silva , Ali Gokirmak

A new model for the intermediate compound of the hydrogen evolution reaction (HER) is proposed, for the electrochemical reduction of hydrogen in the presence of bisulfate on platinum(111). The formation of this compound, a regular 2…

化学物理 · 物理学 2007-05-23 L. Blum , Dale A. Huckaby

Existing feature-interpretation pipelines typically operate on uniformly sampled units or exhaustive feature sets, incurring massive costs on units irrelevant to target behaviors. To address this, we introduce the first CLT-native…

计算与语言 · 计算机科学 2026-05-11 Qinhao Chen , Linyang He , Nima Mesgarani

A systematic study of electron or hole transfer along DNA dimers, trimers and polymers is presented with a tight-binding approach at the base-pair level, using the relevant on-site energies of the base-pairs and the hopping parameters…

生物物理 · 物理学 2014-06-30 Constantinos Simserides