Privacy leakage risk assessment for reversible neural network by Yifan HE, Jie ZHANG, Weiming ZHANG, Nenghai YU

“…In recent years, deep learning has emerged as a crucial technology in various fields.However, the training process of deep learning models often requires a substantial amount of data, which may contain private and sensitive information such as personal identities and financial or medical details.Consequently, research on the privacy risk associated with artificial intelligence models has garnered significant attention in academia.However, privacy research in deep learning models has mainly focused on traditional neural networks, with limited exploration of emerging networks like reversible networks.Reversible neural networks have a distinct structure where the upper information input can be directly obtained from the lower output.Intuitively, this structure retains more information about the training data, potentially resulting in a higher risk of privacy leakage compared to traditional networks.Therefore, the privacy of reversible networks was discussed from two aspects: data privacy leakage and model function privacy leakage.The risk assessment strategy was applied to reversible networks.Two classical reversible networks were selected, namely RevNet and i-RevNet.And four attack methods were used accordingly, namely membership inference attack, model inversion attack, attribute inference attack, and model extraction attack, to analyze privacy leakage.The experimental results demonstrate that reversible networks exhibit more serious privacy risks than traditional neural networks when subjected to membership inference attacks, model inversion attacks, and attribute inference attacks.And reversible networks have similar privacy risks to traditional neural networks when subjected to model extraction attack.Considering the increasing popularity of reversible neural networks in various tasks, including those involving sensitive data, it becomes imperative to address these privacy risks.Based on the analysis of the experimental results, potential solutions were proposed which can be applied to the development of reversible networks in the future.…”
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Natural Modulators of Endosomal Toll-Like Receptor-Mediated Psoriatic Skin Inflammation by Chao-Yang Lai, Yu-Wen Su, Kuo-I Lin, Li-Chung Hsu, Tsung-Hsien Chuang

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La memoria y las costumbres. Nietzsche, Kafka y lo animal by Diego Díaz Hormazábal, Franco Casoni Henríquez

“… Un informe para una academia y Josefina la cantante o El pueblo de los ratones son dos cuentos de Franz Kafka capaces de retratar el conflicto que Nietzsche examina en su Genealogía de la Moral y en Aurora, entre la instauración de la memoria y la fuerza del olvido, la capacidad de establecer costumbres y la construcción de un presente. …”
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Consideraciones acerca del desarrollo de un modelo de educación ambiental emancipatoria para la formación del profesional contable by Selma Alves Dios, José Paulo Cosenza

“… Este trabajo presenta una revisión teórica acerca de la integración de la temática ambiental en la educación contable; además, vincula los principios básicos de una sociedad sostenible y discute las limitaciones del modelo convencional de academia y sus reflejos en la formación del contable respecto al conocimiento sobre el medio ambiente. …”
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The Impact of Peatland Damage and Its Influence on Food Security Policy in Sungai Apit Sub-District in 2023 by Albintani Muchid, Susanto Agus, Zebua Ben Hansel Notatema, Wasillah Asiah, Harirah Zulfa

“…The triple helix model is a qualitative research method that describes social behavior in society aimed at creating cooperative synergies between three key actors: academia (A), business (B), and government (G). The findings of this study indicate that the degradation of peatlands in Sungai Apit District has a detrimental impact on agricultural productivity, the incidence of environmental disasters, the quality of water sources, soil degradation, biodiversity loss, climate change, and socio-economic consequences. …”
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Género y emergencias Sociales. Vinculando las masculinidades a las políticas públicas desde la bioética social. by Ricardo Andres Gómez Camacho, Tania Meneses

“…Desde las políticas públicas, la sociedad y la academia, es necesario continuar un trabajo frente a los factores estructurales que hacen que permanezcan las violencias contra las mujeres, la legitimación de violencia entre hombres y la vinculación a grupos armados, así como la promoción del ejercicio de las paternidades y las éticas del cuidado y la incidencia de estas en la política y la economía, como puntos del debate necesario para la construcción de sociedades más igualitarias. …”
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O GTERP de frente para o espelho: esboço para uma auto-análise by Rosilda dos Santos Morais, Celia Barros Nunes, Lourdes de la Rosa Onuchic

“…Desse modo, interrogou-se sobre “Como ‘mensurar’ o alcance de pesquisas realizadas no GTERP para além da academia? Pesquisas realizadas no grupo têm chegado ao ensino e à formação de professores? …”
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CULTURA JURÍDICA E EDUCAÇÃO PROFISSIONAL: ANÁLISE DOS DISCURSOS PROFERIDOS PELO DEPUTADO FRANCISCO MENDES PIMENTEL NO TRÂMITE DA LEI ESTADUAL 203/1896 by DEBORA CASTRO ALVES, IRLEN ANTONIO GONÇALVES

“…Constatou-se que o deputado Francisco Mendes Pimentel, além de utilizar várias técnicas argumentativas próprias do discurso político, fez com que os saberes jurídicos por ele aprendidos na Academia circulassem no Parlamento por meio da discussão do projeto de Lei que culminou na aprovação da Lei 203, de 18 de setembro de 1896. …”
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Females in higher education and leadership: insights from a multi-method approach by Alicia Correa, Maria Gracia Glas, Jana Opara

“…Perceptions of obstacles faced by women in academia—such as work-life balance challenges and a lack of role models—are consistent across diverse regions and cultures. …”
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Estágio em formação de formadores: contextos formativos para a reflexividade by Walkíria de Jesus França Martins

“…Conclui-se que o Estágio em Formação de Formadores é uma componente curricular potencializadora e articuladora dos conhecimentos produzidos na academia e por professores em campo, quer do ponto de vista da investigação, quer do ponto de vista da intervenção nos contextos de educação e formação na modalidade de ensino remoto. …”
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Challenges and Prospects ofValue-Based Healthcare in Brazil by Cassia Rita Pereira da Veiga, Yasmin Yohana Saliba, Luciana Faluba Damázio, César Luiz Lacerda Abicalaffe, Fabio Rocha, Thales Stevan Guedes Furquim, Claudimar Pereira da Veiga

“…This study makes three central contributions to the literature: (i) it shows the scenario of VBHC initiatives in Brazil; (ii) validates the use of GL in SLR for the health area, and (iii) links the state of the art and practice, bringing academia closer to health institutions with theoretical, practical, and managerial implications for VBHC initiatives in the country. …”
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Lung Nodule Detection For CT-Guided Biopsy Images Using Deep Learning by B. Prashanthi, S.P. Angelin Claret

“…The results from applying the proposed Convolutional Neural Network model are promising, with an accuracy of 99.3% in malignancy detection, signifying a notable advancement in the precise diagnosis of lung cancer through non-invasive imaging techniques. Beyond academia, the findings of this study have significant implications for real-world healthcare settings. …”
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Enhancing the role of mass media in the translation of evidence from health policy and systems research in Nigeria by Prince Agwu, Chinyere Mbachu, Obinna Onwujekwe

“…This paper adds to knowledge on how academia and media can be linked for effective dissemination of evidence for policy impact. …”
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How Environmental Leadership Promote Technological Innovation in Resource-Based Enterprises: The Role of Green Investment and Government Subsidy by Xiuming Sun, Xuan Ding, Min Zheng, Lin Liu, Hanqi Yu

“…How to effectively promote enterprises’ technological innovation has received considerable attention in academia and practice. However, most of existing studies have been focused on the influence of industrial level or organizational level, the impact of leadership has received little attention. …”
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Cambiando lo que se deba cambiar by David Rojas

“…Si bien la nuestra es, de todas maneras, una revista académica, lo es en tanto consideramos que la academia también tiene algo que aportar (y que cambiar) en este aspecto. …”
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El desarrollo local endógeno en tiempos de globalización: aproximaciones teóricas y desafíos prácticos by Raúl González Meyer, Stefano Micheletti

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Conceptos sobre pensamiento crítico en el discurso de docentes de humanidades de universidades chilenas by Kristov Cerda Neira, Angel Ovando Morales, Loreto Viveros Ahumada

“…The consistency and hermeneutic circle of the concepts that underly those metaphors, as its consequences for the interpretation of the humanities didactic strategies, point to an ideological configuration beyond the disciplinary discourse, while belongs to the academia discourse itself. …”
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Advancing Neural Networks: Innovations and Impacts on Energy Consumption by Alina Fedorova, Nikola Jovišić, Jordi Vallverdù, Silvia Battistoni, Miloš Jovičić, Milovan Medojević, Alexander Toschev, Evgeniia Alshanskaia, Max Talanov, Victor Erokhin

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Preference learning based deep reinforcement learning for flexible job shop scheduling problem by Xinning Liu, Li Han, Ling Kang, Jiannan Liu, Huadong Miao

“…Given the complexity and diversity of FJSP, improving the generalization and quality of scheduling methods has become a hot topic of interest in both industry and academia. To address this, this paper proposes a Preference-Based Mask-PPO (PBMP) algorithm, which leverages the strengths of preference learning and invalid action masking to optimize FJSP solutions. …”
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Gravitational waves and dark matter in the gauged two-Higgs doublet model by Michael J. Ramsey-Musolf, Van Que Tran, Tzu-Chiang Yuan

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