Steganalysis of neural networks based on parameter statistical bias

Many pretrained deep learning models have been released to help engineers and researchers develop deep learning-based systems or conduct research with minimall effort. Previous work has shown that at secret message can be embedded in neural network parameters without compromising the accuracy of the model. Malicious developers can, therefore, hide malware or other baneful information in pretrained models, causing harm to society. Hence, reliable detection of these vicious pretrained models is urgently needed. We analyze existing approaches for hiding messages and find that they will ineluctably cause biases in the parameter statistics. Therefore, we propose steganalysis methods for steganography on neural network parameters that extract statistics from benign and malicious models and build classifiers based on the extracted statistics. To the best of our knowledge, this is the first study on neural network steganalysis. The experimental results reveal that our proposed algorithm can effectively detect a model with an embedded message. Notably, our detection methods are still valid in cases where the payload of the stego model is low.     

基于无人机实时数据多波次任务规划模型分析

针对导弹部队多波次作战任务规划问题, 依据无人机的实时数据, 构建了基于路径的多层规划模型, 并设计了模型的算法求解流程。使用遗传算法与禁忌搜索混合算法, 得出了任务规划中的最优路径规划, 并在此基础上进行了冲突的消除。通过仿真案例表明, 用无人机协同配合导弹部队作战, 实时传输作战数据, 能够解决战场信息模糊不确定的问题; 使用多层规划模型能够为导弹多波次规划作战的路径进行科学的决策和选择。利用遗传算法和禁忌搜索混合算法, 能够避免局部最优导致无法输出结果的现象。     

世界一流科技社团发展现状国际比较——基于实践动态的视角

 以世界一流科技社团2019年9月-2020年6月的新闻数据，分析总结了世界一流科技社团的实践动态及发展规律。研究发现：（1）国内科技社团强调党建引领，制度优势体现出强大的凝聚力；（2）国外科技社团更加善于聚合公共资源，并将产生的新知识转化为可供应用的产品和服务，推进科技与经济、创新链与产业链的融合；（3）国外科技社团善于通过多种形式发声，充分发挥决策者智库咨询的作用；（4）全球科技治理的实质性活动由国际化大型科技社团主导。中国科技社团需要重视决策咨询智库建设、为政府重大决策制定提供技术支撑；完善学术交流平台、创造有利于科技工作者的良好生态；为科技经济融合贡献智慧，推动互惠共享的国际科技交流合作。     

The Effectiveness of Structural Monetary Policy and Macro-Prudential Policies — Based on the DSGE Model That Includes Bank Heterogeneous Credit

Journal of Systems Science and Complexity - Structural monetary policy and macro-prudential policies are important parts of the policy system of the People’s Bank of China. By constructing a...     

山西锦生润票号衰败考论

锦生润票号诞生在光绪二十九年,恰逢山西票号鼎盛时代,然而,也是山西票号"危机四伏"、衰败初露端倪的时期.锦生润票号于民国六年冬月主动"收歇",自有特别的"个案"的原因:锦生润不是完全意义上的山西票号,与经营了百年之久的其它票号不能简单地相提并论,仅仅是晚清山西商人开设"账局"的发展和延续,或者是"账局"与专业化汇兑的"票号"的有机结合的"蓝本",属于一种新类型的票号.锦生润票号的衰败及其原因,也是票号发展历史阶段的一个极其重要的组成部分.     

多维度深海鱼类识别算法

针对深海光线分布不均匀导致鱼类识别检测困难的问题,提出了符合视觉认知的多维度深海鱼类识别算法.该方法从时间维度优化传统的高斯混合模型(GMM)初步确定变化区域,从空间维度构建目标特征,完整提取运动目标,从时空关联维度建立深度学习的鱼类识别框架,试验结果表明:本算法可在多种复杂条件下准确提取运动目标,面积交迭度(AOM)达到80％以上,优于当前主流算法.     

化学实验教学创新设计的调查报告

为了了解化学实验教学创新设计的现状,对常德市普通高中化学教师进行问卷调查,调查结果显示高中化学实验教学创新设计有弱化的趋势.在此基础上,从学科教学的角度对弱化的原因进行了分析,并提出化学实验教学创新设计的OCPP评价模式,尽可能建构、揭示或阐述实验教学创新设计的基本原理.OCPP模式包括目标评价(Objective Evaluation)、内容评价(Content Evaluation)、过程评价(Process Evaluation)和成果评价(Product Evaluation)4个部分.     

科技成果转化的探索与思考 ——基于湖南省科技成果转化的实证研究

科技成果转化是推动科技与经济结合的直接动力,是促进经济社会高质量发展的必要途径.文章通过对科技成果转化的重要性、现状和障碍的分析,提出科技行政管理部门应采取的管理举措.     

Multifunctional artificial nacre via biomimetic matrix-directed mineralization

Natural nacre, one of the most studied biological structural materials with delicate hierarchical structures and extraordinary performance, has inspired the design and fabrication of artificial structural ceramics with high fracture toughness. However, to meet the diverse requirements of different applications, future structural materials must be multifunctional with superior mechanical properties, such as strength, hardness, and toughness. Herein, based on the matrix-directed mineralization method for producing biomimetic structural materials, we introduce nanoparticles with different inherent functions into the platelets of artificial nacre via the co-mineralization of aragonite and the nanoparticles. Besides their enhanced mechanical properties, the obtained artificial nacre materials also exhibit different functions depending on the type of the nanoparticles. To extend the versatility of this strategy, the effects of nanoparticles of different sizes and zeta potentials on mineralization are also analyzed. This universal strategy can be applied to the fabrication of other types of functionalized biomimetic structural ceramics that have potential applications in various fields, such as biomedical science.