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We develop a machine learning method for mapping data originating from both Standard Model processes and various theories beyond the Standard Model into a unified representation (latent) space while conserving information about the…

高能物理 - 唯象学 · 物理学 2025-01-23 Anna Hallin , Gregor Kasieczka , Sabine Kraml , André Lessa , Louis Moureaux , Tore von Schwartz , David Shih

Bounded-confidence models in social dynamics describe multi-agent systems, where each individual interacts only locally with others. Several models are written as systems of ordinary differential equations with discontinuous right-hand…

最优化与控制 · 数学 2021-01-07 Benedetto Piccoli , Francesco Rossi

Understanding transformer-based language models is becoming increasingly crucial, particularly as they play pivotal roles in advancing towards artificial general intelligence. However, language model research faces significant challenges,…

计算与语言 · 计算机科学 2024-01-17 Zhongwang Zhang , Zhiwei Wang , Junjie Yao , Zhangchen Zhou , Xiaolong Li , Weinan E , Zhi-Qin John Xu

This study presents a comprehensive a priori analysis of tabulated-chemistry models for both laminar and turbulent lean premixed hydrogen flames in strained counterflow configuration. Particular focus is drawn on differential and…

流体动力学 · 物理学 2026-03-17 Alessandro Porcarelli , Pasquale Eduardo Lapenna , Francesco Creta , Ivan Langella

We introduce Latent Meaning Cells, a deep latent variable model which learns contextualized representations of words by combining local lexical context and metadata. Metadata can refer to granular context, such as section type, or to more…

计算与语言 · 计算机科学 2020-11-16 Griffin Adams , Mert Ketenci , Shreyas Bhave , Adler Perotte , Noémie Elhadad

Basic issues of the general model-building framework of the mechanics of complex bodies are discussed. Attention is focused on the representation of the material elements, the conditions for the existence of ground states in conservative…

数学物理 · 物理学 2015-05-13 Paolo Maria Mariano

The known connection between shrinkage estimation, empirical Bayes, and mixed effects models is explored and applied to balanced and unbalanced designs in which the responses are correlated. As an illustration, a mixed model is proposed for…

统计方法学 · 统计学 2022-01-04 Yihan Bao , James G. Booth

Machine learning presents a general, systematic framework for the generation of formal theoretical models for physical description and prediction. Tentatively standard linear modeling techniques are reviewed; followed by a brief discussion…

综合物理 · 物理学 2021-05-20 Alexander Svozil , Karl Svozil

The ability to recognize patterns from examples and apply them to new ones is a primal ability for general intelligence, and is widely studied by psychology and AI researchers. Many benchmarks have been proposed to measure such ability for…

人工智能 · 计算机科学 2025-10-24 Kai Yan , Zhan Ling , Kang Liu , Yifan Yang , Ting-Han Fan , Lingfeng Shen , Zhengyin Du , Jiecao Chen

Recently, there has been a growing interest in developing machine learning (ML) models that can promote fairness, i.e., eliminating biased predictions towards certain populations (e.g., individuals from a specific demographic group). Most…

机器学习 · 计算机科学 2023-08-29 Song Wang , Jing Ma , Lu Cheng , Jundong Li

This text presents an unified approach of probability and statistics in the pursuit of understanding and computation of randomness in engineering or physical or social system with prediction with generalizability. Starting from elementary…

历史与综述 · 数学 2024-01-19 Lakshman Mahto

Foundation models have received much attention due to their effectiveness across a broad range of downstream applications. Though there is a big convergence in terms of architecture, most pretrained models are typically still developed for…

计算与语言 · 计算机科学 2022-06-14 Yaru Hao , Haoyu Song , Li Dong , Shaohan Huang , Zewen Chi , Wenhui Wang , Shuming Ma , Furu Wei

Over the past years several authors have used the approach of generalized modeling to study the dynamics of food chains and food webs. Generalized models come close to the efficiency of random matrix models, while being as directly…

种群与进化 · 定量生物学 2011-04-18 Justin D. Yeakel , Dirk Stiefs , Mark Novak , Thilo Gross

The Spectre family of speculative execution attacks have required a rethinking of formal methods for security. Approaches based on operational speculative semantics have made initial inroads towards finding vulnerable code and validating…

密码学与安全 · 计算机科学 2021-12-14 Hernán Ponce-de-León , Johannes Kinder

Many hallmarks of human intelligence, such as generalizing from limited experience, abstract reasoning and planning, analogical reasoning, creative problem solving, and capacity for language require the ability to consolidate experience…

人工智能 · 计算机科学 2018-11-07 Igor Mordatch

Concept bottleneck models (CBMs) are a class of interpretable neural network models that predict the target response of a given input based on its high-level concepts. Unlike the standard end-to-end models, CBMs enable domain experts to…

机器学习 · 计算机科学 2023-07-04 Sungbin Shin , Yohan Jo , Sungsoo Ahn , Namhoon Lee

In this paper, we provide a review on both fundamentals of social networks and latent space modeling. The former discusses important topics related to network description, including vertex characteristics and network structure; whereas the…

社会与信息网络 · 计算机科学 2020-12-07 Juan Sosa , Lina Buitrago

In these lectures we review the motivation, principles of and (circumstantial) evidence for the program of unification of the fundamental forces. In an appendix, we review the group theory pertinent to the program.

高能物理 - 唯象学 · 物理学 2007-05-23 B. Ananthanarayan

Since the introduction of network psychometrics, several connections to statistical models in "classical" psychometrics (i.e., IRT, SEM, GLM) as well as to approaches from other research fields have been established. In this paper, these…

统计方法学 · 统计学 2026-05-18 Kevin Kistermann , Vivato V. Andriamiarana , Augustin Kelava

Intersection types have been originally developed as an extension of simple types, but they can also be used for refining simple types. In this survey we concentrate on the latter option; more precisely, on the use of intersection types for…

计算机科学中的逻辑 · 计算机科学 2019-04-24 Paweł Parys