LDAS&ET-AD:Learnable Distillation Attack Strategies and Evolvable Teachers Adversarial Distillation

Adversarial distillation(AD)has emerged as a potential solution to tackle the challenging optimization problem of loss with hard labels in adversarial training.However,fixed sample-agnostic and student-egocentric attack strategies are unsuitable for distillation.Additionally,the reliability of guidance from static teachers diminishes as target models become more robust.This paper proposes an AD method called Learnable Distillation Attack Strategies and Evolvable Teachers Adversarial Distillation(LDAS&ET-AD).Firstly,a learnable distillation attack strategies generating mechanism is developed to automatically generate sample-dependent attack strategies tailored for distillation.A strategy model is introduced to produce attack strategies that enable adversarial examples(AEs)to be created in areas where the target model significantly diverges from the teachers by competing with the target model in minimizing or maximizing the AD loss.Secondly,a teacher evolution strategy is introduced to enhance the reliability and effectiveness of knowledge in improving the generalization performance of the target model.By calculating the experimentally updated target model’s validation performance on both clean samples and AEs,the impact of distillation from each training sample and AE on the target model’s generalization and robustness abilities is assessed to serve as feedback to fine-tune standard and robust teachers accordingly.Experiments evaluate the performance of LDAS&ET-AD against different adversarial attacks on the CIFAR-10 and CIFAR-100 datasets.The experimental results demonstrate that the proposed method achieves a robust precision of 45.39%and 42.63%against AutoAttack(AA)on the CIFAR-10 dataset for ResNet-18 and MobileNet-V2,respectively,marking an improvement of 2.31%and 3.49%over the baseline method.In comparison to state-of-the-art adversarial defense techniques,our method surpasses Introspective Adversarial Distillation,the top-performing method in terms of robustness under AA attack for the CIFAR-10 dataset,with enhancements of 1.40%and 1.43%for ResNet-18 and MobileNet-V2,respectively.These findings demonstrate the effectiveness of our proposed method in enhancing the robustness of deep learning networks(DNNs)against prevalent adversarial attacks when compared to other competing methods.In conclusion,LDAS&ET-AD provides reliable and informative soft labels to one of the most promising defense methods,AT,alleviating the limitations of untrusted teachers and unsuitable AEs in existing AD techniques.We hope this paper promotes the development of DNNs in real-world trust-sensitive fields and helps ensure a more secure and dependable future for artificial intelligence systems.

Exploration of Teaching Development Strategies for Double-Qualified Teachers in University- Affiliated Hospitals Based on Role Conflict Theory

This study draws on the classic theories and research achievements of university teacher development,and from the perspective of role conflict in social psychology,proposes policy recommendations for the development of clinical teachers in medical colleges,including following different stages of teacher development and designing teaching development strategies at different levels;designing the content and form of teaching development activities to meet the temporal and spatial needs of clinical teachers;and building an academic community for clinical teachers to promote the creation of teaching development behaviors.

The Integration Strategy of Class Teacher Management and Mathematics Teaching

The professional and moral education of high school mathematics teachers will make classroom management work better,but their work pressure will also lead to classroom management problems.To do a good job in high school class teacher management and organically integrate it with mathematics teaching,we need to start from two aspects:mathematics teaching class teachers and class teacher work teaching,and penetrate mathematical thinking into daily classroom management,moral education,and classroom culture construction.Based on the attributes of the subject,we guide high school students to reflect after class to stimulate their self-management initiative through the cultivation of qualified class representatives.In addition,it is necessary to skillfully resolve classroom generative problems,change the roles of teachers and students,and integrate classroom management with mathematics teaching.

The Realistic Dilemma, Problem Tracking and Mitigating Strategies of Primary School Science Teachers’ Professional Happiness

The Science teachers in primary schools are the key group in developing science education, and they play a vital role in realizing the dream of strengthening the country through education. Their professional happiness deserves special attention. Whether this group is happy not only affects their own working conditions and quality of life, but also affects the work vitality of other teachers. Improving the professional happiness of science teachers in primary schools has become an important topic in the construction of teachers’ team in the new period. At present, the intensity of primary school science teachers’ own work is high, their non-own work is increasing, their physical and mental health is difficult to guarantee, and their professional happiness is reduced. The main causes of the problems are poor individual psychological quality, poor school management style and improper social cognitive evaluation. In order to solve this problem, we have explored strategies to improve the professional happiness of science teachers in primary schools through reshaping teachers’ work, democratic management of schools and national policy guarantee.

Current Situation and Improvement Strategies of Teaching Engagement by Teachers in Higher Medical Colleges Under the Background of“New Medical Education”

The“New Medical Education”is a new requirement for the development of medical education in the new era.As a key and core element of the construction of the“New Medical Education,”the engagement in teaching work of university teachers is a key issue that determines the level of teaching development of university teachers and affects the quality of talent cultivation in universities.Using the literature review method,this study analyzed 39 relevant literatures retrieved from China National Knowledge Infrastructure(CNKI)from 1997 to 2023.The concept,connotation,current situation,influencing factors,and improvement strategies of teaching engagement by university teachers were reviewed and summarized.The results showed that the issue of teaching engagement by university teachers has not received high attention in the field of higher education,especially in higher medical education,which has not yet been reported.Although the overall number of literature is not large,some of the conclusions have important implications for the next research on the influencing factors and mechanisms of double-qualified teacher engagement in higher medical colleges.

Investigating L2 Request Strategies: A Case Study of Chinese English teachers' L2 Pragmatic Competence

Empirical descriptions of how the teacher performs requests in English can make them realize the importance of improving pragmatic competence, so that they could help students develop more native-like pragmatic behaviors and enhance cultural competence. This case study is to explore the pragmatic competence of a Chinese EFL teacher by investigating the patterns of realization strategies and the ways of reacting to the different social and contextual variables in her requests. It was found out that the teacher investigated in the study had good pragmatic awareness and pragmatic competence to produce the speech act of requests and develop students' pragmatic competence, but more explicit instructions should be provided to help students develop more native-like speech acts by providing more explicit instructions.

Reflecting Teaching——An Effective Strategy of College English Teachers' Autonomous Development

Reflecing teaching is an effective way for college English teachers' autonomous development, college English teachers must concern about it. There are some Some specific ways of reflecting teaching for college English teachers, such as: Teaching journals, Surveys and questionnaire, Lesson reports, Audio or video recording of lesson, Observation. If these ways can be involved in the daily teaching, college English teachers' ability will be improved greatly.

Revealing the potential of apparent critical current density of Li/garnet interface with capacity perturbation strategy

Apparent critical current density(j_(Ac)^(a))of garnet all-solid-state lithium metal symmetric cells(ASSLSCs)is a fundamental parameter for designing all-solid-state lithium metal batteries.Nevertheless,how much the possible maximum apparent current density that a given ASSLSC system can endure and how to reveal this potential still require study.Herein,a capacity perturbation strategy aiming to better measure the possible maximum j_(Ac)^(a)is proposed for the first time.With garnet-based plane-surface structure ASSLSCs as an exemplification,the j_(Ac)^(a)is quite small when the capacity is dramatically large.Under a perturbed capacity of 0.001 mA h cm^(-2),the j_(Ac)^(a)is determined to be as high as 2.35 mA cm^(-2)at room temperature.This investigation demonstrates that the capacity perturbation strategy is a feasible strategy for measuring the possible maximum j_(Ac)^(a)of Li/solid electrolyte interface,and hopefully provides good references to explore the critical current density of other types of electrochemical systems.

基于CRITIC-TOPSIS法的极端热湿气候区溶液再生器运行优化研究

再生器是溶液除湿系统中的关键部件之一,提高再生器综合性能是解决极端热湿气候区高湿问题的有效手段。将指标相关法(CRITIC,Criteria Importance Through Intercriteria Correlation)和优劣解距离法(TOPSIS,Technique for Order Preference by Similarity to Ideal Solution)联合,建立CRITIC-TOPSIS模型,用于再生器运行入口参数(空气质量流量、溶液质量流量、温度)的选择评价。以永暑岛礁地区为例,通过再生器处理模型得到基础数据以及4个指标的评价体系,采用CRITIC法求得权重后使用TOPSIS法对220种运行入口参数的组合方案进行评价得到最优解。结果表明,空气质量流量为0.1 kg/s、溶液质量流量为0.3 kg/s、溶液温度为56℃时得分0.885,为永暑地区再生器综合性能最优解;再生量指标的权重为0.4,可作为永暑地区再生器综合性能的代表性指标。

Strategies on Promoting Transformative Learning of College English Teachers

Based on the previous case study in promoting transformative learning of college English teachers,who participated in a three-month online training courses,the article made a further research and concluded four strategies on promoting transformative learning of college English Teachers.

A Research of Pre-service Teachers' Lead-in Strategies in English Teaching

Lead-in, referring to the teaching activities at the very beginning of a class, is one of the most basic steps in English classroom teaching. Short though it is, it plays an essential role in arousing students' attention, stirring up students' interest, enhancing their motivation, activating the atmosphere of classroom teaching, and achieving teaching objectives. Based on the previous literature about lead-in, the author first discusses the importance and functions of lead-in, and then analyzes some lead-in strategies on the basis of the 17 teaching cases of pre-service English teachers.

Advancing critical care recovery:The pivotal role of machine learning in early detection of intensive care unit-acquired weakness

This editorial explores the significant challenge of intensive care unit-acquiredweakness(ICU-AW),a prevalent condition affecting critically ill patients,characterizedby profound muscle weakness and complicating patient recovery.Highlightingthe paradox of modern medical advances,it emphasizes the urgent needfor early identification and intervention to mitigate ICU-AW's impact.Innovatively,the study by Wang et al is showcased for employing a multilayer perceptronneural network model,achieving high accuracy in predicting ICU-AWrisk.This advancement underscores the potential of neural network models inenhancing patient care but also calls for continued research to address limitationsand improve model applicability.The editorial advocates for the developmentand validation of sophisticated predictive tools,aiming for personalized carestrategies to reduce ICU-AW incidence and severity,ultimately improving patientoutcomes in critical care settings.

Ten misconceptions regarding decision-making in critical care

Diagnostic errors are prevalent in critical care practice and are associated with patient harm and costs for providers and the healthcare system.Patient complexity,illness severity,and the urgency in initiating proper treatment all contribute to decision-making errors.Clinician-related factors such as fatigue,cognitive overload,and inexperience further interfere with effective decision-making.Cognitive science has provided insight into the clinical decision-making process that can be used to reduce error.This evidence-based review discusses ten common misconceptions regarding critical care decision-making.By understanding how practitioners make clinical decisions and examining how errors occur,strategies may be developed and implemented to decrease errors in Decision-making and improve patient outcomes.

Nurses'critical thinking disposition and professional commitment:a cross-sectional study

Objective:High-quality and successful nursing care delivery in a variety of situations requires critical thinking training and professional commitment.The present study aimed to investigate critical thinking disposition,professional commitment,and the relationship between these 2 variables among nurses.Methods:As a result of stratified random sampling,201 nurses were enrolled in the present cross-sectional study.Data were gathered using a socio-demographic form,the Critical Thinking Disposition Inventory(CTDI),and the Nurses'Professional Commitment Scale(NPCS).Results:Although the critical thinking disposition scores were at a moderate level(115.70±13.55),the mean score for professional commitment was high(91.37±11.77).A positive correlation was found between critical thinking disposition and professional commitment(r=0.67,P=0.001).Conclusions:Nursing managers are urged to employ strategies to enhance nurses'critical thinking disposition and professional commitment.

The study of the situation of critical thinking emotional tendency of nursing teachers

Critical thinking （CT） is an important content of nursing education. It is also the important symbol of the improvementof overall quality of nursing teachers. In recent years, educational circles pay more and more attention to the cultivationof students’ CT ability, take CT and solve the problem as two basic skills of thinking. In the early 1980s, critical societytheory was led into the nursing field. After years of development, CT has become one of research hotspots in today’sinternational nursing. Numerous studies had confirmed that the CT played a significant role in nursing education, clinicalpractice and nursing scientific research. The paper studied the whole status and characteristics of CT emotional tendencyof college nursing teachers, and analyzed potential cause and discussed deeply on the corresponding factors of how toimprove college nursing teachers’ teaching ability and scientific ability. This research adopted random sampling method,in which questionnaires were distributed among some nursing teachers in six universities and 97 nursing teachers. Thestatistical results indicated that nursing teachers had a positive performance towards CT emotional tendency, but notstrong positive, and there were statistical significance among nursing teachers with different age, different length ofservice and reading habit （all P〈0.05）. In a conclusion, the managers of universities should lay stress on the importanceof critical thinking, and provide the development space to enhance the nursing teachers’ CT ability and offer betterservices for nursing student.

The Composition and Promotion Strategy of Teachers'Curriculum Development Ability in Secondary Vocational Schools

The curriculum development ability of secondary vocational school teachers is a necessary professional ability for teachers.It has important practical significance and practical value for promoting secondary vocational education curriculum and teaching reform.On the basis of analyzing the connotation and composition of curriculum development ability of teachers in secondary vocational schools,this article proposes three strategies to improve the curriculum development ability of teachers in secondary vocational schools.

Problems in College English Teaching from the Perspective of College English Teachers and Their Coping Strategies

The present paper is an analysis of problems in college English teaching from the perspective college English teachers and their coping strategies.The four major problems concerning vocabulary-oriented teaching method,collective lesson preparation,on-line and off-line resources and college English teachers’comprehensive abilities are introduced and analyzed and corresponding coping strategies are offered.

Teachers' Perspective on Language Learning Strategies in Second Language Acquisition

"Teaching how to learn"has become very popular nowadays,and it is also very important to explore language learn ing strategies(LLS) in second language acquisition(SLA). Teachers' perspective will greatly affect the result of strategy instruction and training and how to help students acquire second language effectively is worthy researching.

Difficulties and Breakthrough Strategies in the Team Construction of Part-time Teachers in Application-oriented Universities

Strengthening the team construction of part-time teachers is required by the transformation and development of the universities,the realization of their goals of being developed into an application-oriented universities and their talent cultivation and long-term development.The existing problem regarding the part-time teachers in current application-oriented universities are the low proportion of part-time teachers,a shortage of high level parttime teachers,the absence of relevant laws and regulations,a lack of systematic policies or financial support for part-time teachers as well as the unsound management mechanism with insufficient scientific and reasonable employment scheme for part-time teachers.To strengthen the team construction of the part-time teachers in application-oriented universities,firstly we should improve the existing laws,regulations and policies and broaden the financial support channels.Secondly,we should develop the recruitment channels for part-time teachers and pay attention to introducing high-tech and highly-skilled talents.Thirdly,we should improve the management over part-time teachers and promote their value.Fourthly,it should adopt a people-oriented management concept and establish an effective evaluation and incentive mechanism for part-time teachers.

The Research Self-Efficacy of Elementary Teachers:Current status,Factors,and Strategies for Improvement

Research self-efficacy is of great significance for teachers to improve their interest and achievements in scientific research.In this study,261 elementary teachers were surveyed through online questionnaires to understand their research self-efficacy.The results showed that most elementary teachers have good research self-efficacy;education background,years of teaching,research environment,and attitude toward research all had influence on the research self-efficacy of elementary teachers.Based on this situation,schools should make efforts,such as improving communication,providing financial support,establishing a scientific research support center,and helping teachers under unfavorable situations.For elementary teachers,they should realize the importance of education research and improve their research literacy。