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Mazkur maqolada voyaga yetmaganlar jinoyatchiligining kriminologik tavsifi, xususiyatlari, uni keltirib chiqaruvchi ijtimoiy-psixologik va institutsional omillar hamda ularni oldini olishga qaratilgan…

Mazkur maqolada voyaga yetmaganlar jinoyatchiligining kriminologik tavsifi, xususiyatlari, uni keltirib chiqaruvchi ijtimoiy-psixologik va institutsional omillar hamda ularni oldini olishga qaratilgan profilaktika choralarining samaradorligi tahlil qilinadi. Tadqiqotning maqsadi – O‘zbekistonda voyaga yetmaganlar jinoyatchiligining kriminologik xususiyatlarini tahlil qilish, uning sabablari va yo‘l qo‘yib bergan shart-sharoitlarni tahlil qilish hamda amaldagi profilaktika tizimining samaradorligini baholash va uni takomillashtirish bo‘yicha takliflar ishlab chiqishdan iborat. Tadqiqot davomida qiyosiy-huquqiy, tizimli, statistik hamda analiz va sintez tahlil metodlaridan foydalaniladi.

Reference implementation accompanying the manuscript "Machine Learning-Assisted Vulnerability Detection for DeFi Smart Contract Auditing: A Deployment-Ready Framework, Reference Implementation, and Ev…

Reference implementation accompanying the manuscript "Machine Learning-Assisted Vulnerability Detection for DeFi Smart Contract Auditing: A Deployment-Ready Framework, Reference Implementation, and Evaluation Protocol" (submitted to the Journal of Network and Computer Applications). Contents: (1) a 19-feature, dependency-free Solidity source-level extractor targeting access-control vulnerability patterns (modifier usage, initialization guards, ownership/role-transfer logic, cross-function consistency, and bytecode-level proxy indicators); (2) a Random Forest / XGBoost / Gradient Boosting soft-voting ensemble classifier; (3) a procedurally generated synthetic contract corpus used strictly for proof-of-concept pipeline validation, explicitly not a substitute for real vulnerability data; and (4) a stratified k-fold cross-validation, feature-importance, and case-study replay harness. Status note: this release validates that the software pipeline runs correctly end-to-end. It has not yet been evaluated against the real Liu et al. (2025) AC Vulnerability Benchmark or the DIVE (2026) dataset, and makes no claim of real-world detection performance. See the accompanying manuscript's Section 6 and this repository's README for details.

The influence of the media in determining public opinion and informing foreign policy-making processes in Bangladesh is considerable. The media impacts decision-making indirectly, while also acting as…

The influence of the media in determining public opinion and informing foreign policy-making processes in Bangladesh is considerable. The media impacts decision-making indirectly, while also acting as a forum for information and public discussion, which affects foreign policy formulation and implementation. This study analyzes the nature of the relationship between media, public opinion, and foreign policy in Bangladesh through analyses of historical developments, theoretical concepts, and current practices. The study draws attention to the media's role in Bangladesh's Liberation War, national and international media's contributions, the development of the country's media landscape, and the rise of digital journalism and social media. Informed by insights from the CNN Effect, Al Jazeera Effect, and soft power, the study identifies the media's construction of narratives that influence public perceptions of Bangladesh's bilateral relations with India, China, Pakistan, and other regional actors. The paper further explores the media's contributions to track-two diplomacy, public diplomacy, and the development of Bangladesh's international image. It contends that media acts as a crucial middleman between policymakers and citizens, as it raises foreign policy awareness, fosters debates, and sways the degree of public backing of such diplomatic efforts. Despite issues with press freedom, regulation, and digital misinformation, media remains an essential constituent of Bangladesh's foreign policy context and a key tool in advancing national interests amid an ever-connected world.  

 This article analyzes the causes of fires at automotive enterprises and studies the risk factors in production processes. It was found that due to the presence of fuel and lubricants, paint and …

 This article analyzes the causes of fires at automotive enterprises and studies the risk factors in production processes. It was found that due to the presence of fuel and lubricants, paint and varnish products, electrical equipment, and high-temperature technological processes at automotive enterprises, the risk of fire is high. Organizational, technical, and preventive measures have been developed to reduce the risk of fire. The results of the study will serve to improve labor protection and fire safety at automotive enterprises.

Full Changelog: https://github.com/adamyhe/LDetect-lite-replications/commits/v0.1.0

Climate change poses a severe threat to developing economies, particularly those that combine limited adaptive capacity with high exposure to environmental hazards. Bangladesh ranks among the most cli…

Climate change poses a severe threat to developing economies, particularly those that combine limited adaptive capacity with high exposure to environmental hazards. Bangladesh ranks among the most climate-vulnerable countries in the world owing to its low-lying deltaic terrain, high population density, and recurrent exposure to catastrophic weather events. In this setting, climate finance plays a crucial role in adaptation and mitigation, in strengthening resilience, and in advancing sustainable development. This paper examines the governance architecture of climate finance in Bangladesh by analysing its principal funding sources, institutional frameworks, and governance challenges. Adopting a qualitative research methodology, the study draws on secondary data from the Economic Relations Division, the Ministry of Finance, Bangladesh Bank, national policy documents, reports from international organisations, and the academic literature in order to assess both domestic and external climate-funding channels. International mechanisms such as the World Bank and the Green Climate Fund, together with domestic instruments such as the Bangladesh Climate Change Trust Fund, constitute important sources of finance. The findings indicate that although Bangladesh has established several significant climate-finance mechanisms, persistent governance weaknesses, institutional fragmentation, limited technical capacity, complex funding procedures, and low private-sector participation impede the effective utilization of these resources. The paper concludes with policy recommendations to strengthen governance frameworks, improve institutional coordination, and expand green financing initiatives to enhance climate investment and resilience in Bangladesh.  

2.6.8 Issue Conv.make_node() reads input_tensor_shape before the workaround that transposes an NCHW input to NHWC, and never refreshes it. The depthwise test compares group against input_tensor_shape[…

2.6.8 Issue Conv.make_node() reads input_tensor_shape before the workaround that transposes an NCHW input to NHWC, and never refreshes it. The depthwise test compares group against input_tensor_shape[-1]. For a transposed input this compares the channel count against a spatial dimension, the test fails, and the node falls through to the grouped-conv path — producing a filter of shape [C, K, K, 1] instead of a DepthwiseConv2D. Symptom: in a MobileNet/ConvNeXt-style network only the first depthwise conv of each stage converts correctly (it consumes a conv output directly), while the following ones are silently degraded (they consume a residual Add whose input required the transpose). The ONNX model is valid — depthwise is Conv with group=C and weight [C, 1, K, K]. Fix Refresh input_tensor_shape from input_tensor right before the depthwise test. What's Changed Fix depthwise Conv detection after NCHW->NHWC input transpose (Legacy converter) by @AL3708 in https://github.com/PINTO0309/onnx2tf/pull/959 Full Changelog: https://github.com/PINTO0309/onnx2tf/compare/2.6.7...2.6.8

 The paper proposes a pavement-condition assessment approach based on both distress type and deterioration mechanism. Using the km 46-60 section of road 4R140 as the study object, visual records …

 The paper proposes a pavement-condition assessment approach based on both distress type and deterioration mechanism. Using the km 46-60 section of road 4R140 as the study object, visual records of cracking, potholes, rutting, settlement, and edge failure are linked to measurements of structural response, roughness, skid resistance, and drainage performance. Because verified diagnostic results were not provided, no invented distress percentages or remaining service life are reported. A differentiated rehabilitation strategy is developed that combines local replacement of failed layers, crack treatment, profile correction, and placement of a new asphalt-concrete layer. An illustrative life-cycle calculation shows how this integrated strategy can be compared with a simple thin overlay without presenting the example as a project estimate. The final pavement design must be supported by deflection and International Roughness Index measurements, friction testing, cores, and laboratory evaluation of the existing materials.

We are reporting an interesting case of 67 days old infant, referred to us for anuria since 24 hours with ultrasoundsuggestive of bilateral renal stones. The baby was stabilized with immediate periton…

We are reporting an interesting case of 67 days old infant, referred to us for anuria since 24 hours with ultrasoundsuggestive of bilateral renal stones. The baby was stabilized with immediate peritoneal dialysis and later operated forpyeloplasty, which showed multiple fungal balls obstructing the ureteric orifice. The baby was born premature at 30weeks of gestation, requiring NICU stay for 30 days. Baby received systemic antifungals for 6 weeks with favourable outcome. One should keep high index of suspicion for fungal infection in any premature neonate who requires prolongedNICU stay or might have received multiple broad-spectrum antibiotics.