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Byte Frequency Based Indicators for Crypto-Ransomware Detection from Empirical Analysis

Journal of Computer Science & Technology 2022年第2期37卷 423-442页

作者： geun yong kim Joon-Young Paik Yeongcheol kim Eun-Sun Cho Department of Computer Science and Engineering Chungnam National UniversityDaejeon 34134South Korea School of Computer Science and Technology Tiangong UniversityTianjin 300387China

File entropy is one of the major indicators of crypto-ransomware because the encryption by ransomware increases the randomness of file ***,entropy-based ransomware detection has certain limitations;for example,when distinguishing ransomware-encrypted files from normal files with inherently high-level entropy,misclassification is very *** addition,the entropy evaluation cost for an entire file renders entropy-based detection impractical for large *** this paper,we propose two indicators based on byte frequency for use in ransomware detection;these are termed EntropySA and DistSA,and both consider the interesting characteristics of certain file subareas termed“sample areas”(SAs).For an encrypted file,both the sampled area and the whole file exhibit high-level randomness,but for a plain file,the sampled area embeds informative structures such as a file header and thus exhibits relatively low-level randomness even though the entire file exhibits high-level *** and DistSA use“byte frequency”and a variation of byte frequency,respectively,derived from sampled *** indicators cause less overhead than other entropy-based detection methods,as experimentally proven using realistic ransomware *** evaluate the effectiveness and feasibility of our indicators,we also employ three expensive but elaborate classification models(neural network,support vector machine and threshold-based approaches).Using these models,our experimental indicators yielded an average Fl-measure of 0.994 and an average detection rate of 99.46%for file encryption attacks by realistic ransomware samples.

关键词： computer security cryptography machine learning ransomware

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The H∞ Robust Stability and Performance Conditions for Uncertain Robot Manipulators

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IEEE/CAA Journal of Automatica Sinica 2025年第1期12卷 270-272页

作者： geun Il Song Hae Yeon Park Jung Hoon kim the Department of Electrical Engineering Pohang University of Science and Technology (POSTECH) the Department of Electrical Engineering Pohang University of Science and Technology (POSTECH) the Institute for Convergence Research and Education in Advanced Technology Yonsei University

Dear Editor,H∞This letter develops a new framework for the robust stability and performance conditions as well as the relevant controller synthesis with respect to uncertain robot *** often exist model uncertainties between the nominal model and the real robot manipulator and disturbances. Hence, dealing with their effects plays a crucial role in leading to high tracking performances, as discussed in [1]–[5].

关键词： Robot applications

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Machine learning empowers efficient design of ternary organic solar cells with PM6 donor

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Journal of Energy Chemistry 2025年第1期100卷 337-347页

作者： Kiran A.Nirmal Tukaram D.Dongale Santosh S.Sutar Atul C.Khot Tae geun kim School of Electrical Engineering Korea UniversityAnam-ro 145Seongbuk-guSeoulRepublic of Korea Computational Electronics and Nanoscience Research Laboratory School of Nanoscience and BiotechnologyShivaji UniversityKolhapur 416004India Yashwantrao Chavan School of Rural Development Shivaji UniversityKolhapur 416004India

Organic solar cells(OSCs) hold great potential as a photovoltaic technology for practical ***, the traditional experimental trial-and-error method for designing and engineering OSCs can be complex, expensive, and time-consuming. Machine learning(ML) techniques enable the proficient extraction of information from datasets, allowing the development of realistic models that are capable of predicting the efficacy of materials with commendable accuracy. The PM6 donor has great potential for high-performance OSCs. However, it is crucial for the rational design of a ternary blend to accurately forecast the power conversion efficiency(PCE) of ternary OSCs(TOSCs) based on a PM6 ***, we collected the device parameters of PM6-based TOSCs and evaluated the feature importance of their molecule descriptors to develop predictive models. In this study, we used five different ML algorithms for analysis and prediction. For the analysis, the classification and regression tree provided different rules, heuristics, and patterns from the heterogeneous dataset. The random forest algorithm outperforms other prediction ML algorithms in predicting the output performance of PM6-based TOSCs. Finally, we validated the ML outcomes by fabricating PM6-based TOSCs. Our study presents a rapid strategy for assessing a high PCE while elucidating the substantial influence of diverse descriptors.

关键词： Machine learning Ternary organic solarcells PM6 donor PCE

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Ultra‑Transparent and Multifunctional IZVO Mesh Electrodes for Next‑Generation Flexible Optoelectronics

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Nano-Micro Letters 2025年第1期17卷 293-309页

作者： Kiran A.Nirmal Tukaram D.Dongale Atul C.Khot Chenjie Yao Nahyun kim Tae geun kim School of Electrical Engineering Korea UniversityAnam‑ro 145Seongbuk‑guSeoulRepublic of Korea Computational Electronics and Nanoscience Research Laboratory School of Nanoscience and BiotechnologyShivaji UniversityKolhapur 416004India

Mechanically durable transparent electrodes are essential for achieving long-term stability in flexible optoelectronic ***,they are crucial for applications in the fields of energy,display,healthcare,and soft *** meshes represent a promising alternative to traditional,brittle,metal oxide conductors due to their high electrical conductivity,optical transparency,and enhanced mechanical *** this paper,we present a simple method for fabricating an ultra-transparent conducting metal oxide mesh electrode using selfcracking-assisted *** this method,we produced an electrode with ultra-transparency(97.39%),high conductance(Rs=21.24Ωsq^(−1)),elevated work function(5.16 eV),and good mechanical *** also evaluated the effectiveness of the fabricated electrodes by integrating them into organic photovoltaics,organic light-emitting diodes,and flexible transparent memristor devices for neuromorphic computing,resulting in exceptional device *** addition,the unique porous structure of the vanadium-doped indium zinc oxide mesh electrodes provided excellent flexibility,rendering them a promising option for application in flexible optoelectronics.

关键词： Self-cracking template Vanadium-doped indium zinc oxide mesh Organic solar cells Organic light-emitting diodes Flexible transparent memory

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Comprehensive molecular characterization to predict immunotherapy response in advanced biliary tract cancer:a phase II trial of pembrolizumab

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Oncology Research 2025年第1期33卷 57-65页

作者： RYUL kim JOO KYUNG PARK MINSUK KWON MINAE AN JUNG yong HONG JOON OH PARK SUNG HEE LIM SEUNG TAE kim Division of Hematology-Oncology Department of MedicineSamsung Medical CenterSungkyunkwan University School of MedicineSeoulKorea Division of Gastroenterology Department of MedicineSamsung Medical CenterSungkyunkwan University School of MedicineSeoulKorea Department of Hematology-Oncology Ajou University School of MedicineSuwon-siGyeonggi-doKorea Samsung Advanced Institute of Health Science and Technology Sungkyunkwan University School of MedicineSeoulKorea

Background:Immune checkpoint inhibitors(ICIs)are effective in a subset of patients with metastatic solid ***,the patients who would benefit most from ICIs in biliary tract cancer(BTC)are still *** and methods:We molecularly characterized tissues and blood from 32 patients with metastatic BTC treated with the ICI pembrolizumab as second-line ***:All patients had microsatellite stable(MSS)type *** of the 32 patients achieved partial response(PR),with an objective response rate(ORR)of 9.4%(95%confidence interval[CI],2.0–25.2)and nine showed stable disease(SD),exhibiting a disease control rate(DCR)of 37.5%(95%CI,21.1–56.3).For the 31 patients who had access to PD-1 ligand 1(PD-L1)combined positive score(CPS)testing(cut-off value≥1%),the ORR was not different between those who had PD-L1-positive(PD-L1+;1/11,9.1%)and PDL1-(2/20,10.0%)tumors(p=1.000).The tumor mutational burden(TMB)of PD-L1+BTC was comparable to that of PD-L1-BTC(p=0.630).TMB and any exonic somatic mutations were also not predictive of pembrolizumab *** analysis of blood and tumor samples demonstrated a relatively high natural killer(NK)cell proportion in the peripheral blood before pembrolizumab treatment in patients who achieved tumor ***,the tumors of these patients presented high enrichment scores for NK cells,antitumor cytokines,and Th1 signatures,and a low enrichment score for cancer-associated ***:This study shows the molecular characteristics associated with the efficacy of pembrolizumab in BTC of the MSS type.

关键词： Pembrolizumab Whole-exome sequencing Whole-transcriptome sequencing Biliary tract cancer

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Prominent cycling reversibility and kinetics enabled by CaTiO_(3) protective layer on Zn metal for aqueous Zn-ion batteries

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Journal of Energy Chemistry 2025年第1期100卷 245-258页

作者： Gaeun Lee yong Nam Ahn Seongjoon So Chanwoo Park Jong-Seong Bae Taehyun Park Il Tae kim Jaehyun Hur School of Chemical Biologicaland Battery EngineeringGachon UniversitySeongnamGyeonggi 13120Republic of Korea Busan Center Korea Basic Science InstituteBusan 46742Republic of Korea

Aqueous Zn-ion batteries (AZIBs) have received considerable attention owing to their various advantages such as safety,low cost,simple battery assembly conditions,and high ionic ***,they still suffer from serious problems,including uncontrollable dendrite growth,corrosion,hydrogen evolution reaction (HER) from water decomposition,electrode passivation,and unexpected *** creation of a uniform artificial nanocrystal layer on the Zn anode surface is a promising strategy for resolving these ***,we propose the use of a perovskite CaTiO_(3)(CTO) protective layer on Zn(CTO@Zn) as a promising approach for improving the performance of *** CTO artificial layer provides an efficient pathway for Zn ion diffusion towards the Zn metal because of the high dielectric constant (εr=180) and ferroelectric characteristics that enable the alignment of dipole moments and redistribute the Zn^(2+)ions in the CTO *** avoiding the direct contact of the Zn anode with the electrolyte solution,the uneven dendrite growth,corrosion,parasitic side reactions,and HER are mitigated,while CTO retains its mechanical and chemical robustness during ***,CTO@Zn demonstrates an improved lifespan in a symmetric cell configuration compared with bare ***@Zn shows steady overpotential (~68 m V) for 1500 h at 1 mA cm^(-2)/0.5 mA h cm^(-2),excelling bare ***,when paired with the V_(2)O_(5)-C cathode,the CTO@Zn//V_(2)O_(5)-C full battery delivers 148.4 mA h g^(-1)(based on the mass of the cathode) after 300 *** study provides new insights into Zn metal anodes and the development of high-performance AZIBs.

关键词： CaTiO_(3) Artificial layer Dielectric constant Znmetal anode Zinc aqueous battery

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Novel association between graft rejection and post-transplant malignancy in solid organ transplantation

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World Journal of Transplantation 2025年第2期15卷 179-196页

作者： Hye Sung kim Wongi Woo Young-geun Choi Ankit Bharat Young Kwang Chae Department of Medicine Temple University HospitalPhiladelphiaPA 19140United States Department of Medicine St.Joseph Medical CenterStocktonCA 95204United States Department of Mathematics Education Sungkyunkwan UniversitySeoul 03063South Korea Department of Surgery Northwestern University Feinberg School of MedicineChicagoIL 60611United States Department of Medicine Robert H.Lurie Comprehensive Cancer Center of Northwestern UniversityChicagoIL 60611United States

BACKGROUND Advancements in immunosuppressive therapies have improved graft survival by enhancing graft tolerance and preventing organ ***,the risk of malignancy associated with prolonged immunosuppression remains a concern,as it can adversely affect recipients’quality of life and *** the link be-tween immunosuppression and increased cancer risk is well-documented,the specific interactions between graft rejection and post-transplant malignancy(PTM)remain poorly *** this knowledge gap is crucial for devising immunosuppressive strategies that balance rejection prevention with cancer risk *** To investigate whether immunosuppression in PTM reduces rejection risk,while immune activation during rejection protects against *** We analyzed data from the United Network for Organ Sharing’s Organ Procurewith no prior history of malignancy(in donors or recipients).Landmark analyses at 1,2,3,5,10,15,and 20 years post-transplant,Kaplan–Meier analyses,and time-dependent Cox proportional hazards regression models,each incorporating the temporal dimension of outcomes,assessed the association between rejection-induced graft failure(RGF)and *** models were adjusted for clinical and immunological factors,including immunosuppression *** The cohort included 579905 recipients(kidney:386878;liver:108390;heart:45046;lung:37643;pancreas:1948)with a mean follow-up of 7.3 years and a median age of 50.6±13.2 *** was associated with a reduction in PTM risk across all time points[hazard ratio(HR)=0.07-0.20,P<0.001],even after excluding mortality *** transplant recipients exhibited the most pronounced reduction(HR=0.22,P<0.001).Conversely,among recipients with PTM,RGF risk decreased across all time points up to 15 years after excluding mortality cases(HR=0.49–0.80,P<0.001).This risk reduction was observed in kidney,liver,heart,and lung transplants(HRs=0.90,0.21,0.21,and 0.18,respectively;P<0

关键词： Graft rejection Post-transplant malignancy Transplantation Transplant immunology Immunosuppression Kidney transplant Liver transplant Heart transplant Lung transplant Pancreas transplant

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TMEM39A and TMEM131 facilitate bulk transport of ECM proteins through large COPII vesicle formation

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Journal of Genetics and Genomics 2025年第2期52卷 189-203页

作者： Jee Young Sung Ga-Eun Lim Jarim Goo Kyung Jin Jung Jeong Min Chung Hyun Suk Jung yong-Nyun kim Jaegal Shim Cancer Metastasis Branch Research InstituteNational Cancer Center323 Ilsan-roGoyang-siGyeonggi-do10408Republic of Korea Experimental Clinical Research Center Biomedical Research InstituteSeoul National University Bundang HospitalSeongnamGyeonggi-do13620Republic of Korea Department of Biochemistry College of Natural SciencesKangwon National UniversityChuncheonKangwon-do24341Republic of Korea

The growth of Caenorhabditis elegans involves multiple molting processes,during which old cuticles are shed and new cuticles are rapidly *** process requires the regulated bulk secretion of cuticle *** transmembrane protein-39(TMEM-39)mutant exhibits distinct dumpy and ruptured phenotypes characterized by notably thin ***-39 primarily co-localizes with the coat protein II complex(COPII)in large vesicles rather than small COPII *** TMEM-39-associated large vesicles(TMEM-39-LVs)form robustly during the molting period and co-localize with various extracellular matrix components,including BLI-1 collagen,BLI-3 dual oxidase,and *** immunoprecipitation using TMEM39A-FLAG and proteomics analysis in human sarcoma cells,we identify TMEM39A-associated proteins,including *** of TMEM131 results in reduced TMEM39A-LV formation and collagen secretion in both *** and human sarcoma cells,indicating a cooperative role between TMEM39A and TMEM131 in the secretion of extracellular components through the formation of large COPII *** the conservation of TMEM39A and its associated proteins between *** and humans,TMEM39A-LVs may represent a fundamental machinery for rapid and extensive secretion across metazoans.

关键词： Bulk secretion Collagen COPII ECM TMEM39A TMEM131

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世界汽车组织主席:中国汽车市场影响力巨大

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时代汽车 2015年第4期 27-27页

作者： yong-geun kim 世界汽车组织OICA

之前包括在日内瓦的一些车展上,世界汽车组织也组织了一些媒体发布会跟大家分享了全球汽车行业最新洞察和进展.我们可以看到,中国让我们继续印象深刻,成为了全球最大市场.而且汽车产销量在整个季度里面仍然是全球第一.所以毋庸置疑全球... 详细信息

之前包括在日内瓦的一些车展上,世界汽车组织也组织了一些媒体发布会跟大家分享了全球汽车行业最新洞察和进展.我们可以看到,中国让我们继续印象深刻,成为了全球最大市场.而且汽车产销量在整个季度里面仍然是全球第一.所以毋庸置疑全球制造商会来到中国建立起他们的业务布局,这是全球最具有活力的市场.

关键词：汽车行业市场影响中国组织世界全球制造日内瓦产销量

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Partial Collapsing Degeneration of Floer Trajectories and Adiabatic Gluing

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Acta Mathematica Sinica,English Series 2024年第1期40卷 161-249页

作者： yong-geun OH Ke ZHU Center for Geometry and Physics Institute for Basic Science(IBS)79 Jigok-ro 127beon-gilNam-guPohang-siGyeongsangbuk-doKorea 37673&POSTECHGyeongsangbuk doKorea Department of Mathematics and Statistics Minnesota State UniversityMankatoMN 56001USA

In the present paper,we study partial collapsing degeneration of Hamiltonian-perturbed Floer trajectories for an adiabatic ε-family and its reversal adiabatic gluing,as the prototype of the partial collapsing degeneration of 2-dimensional(perturbed)J-holomorphic maps to 1-dimensional gradient *** consider the case when the Floer equations are S^(1)-invariant on parts of their domains whose adiabatic limit has positive length as ε→0,which we call thimble-flow-thimble *** main gluing theorem we prove also applies to the case with Lagrangian boundaries such as in the problem of recovering holomorphic disks out of pearly *** particular,our gluing theorem gives rise to a new direct proof of the chain isomorphism property between the Morse-Bott version of Lagrangian intersection Floer complex of L by Fukaya-Oh-Ohta-Ono and the pearly complex of L Lalonde and *** also provides another proof of the present authors’earlier proof of the isomorphism property of the PSS map without involving the target rescaling and the scale-dependent gluing.

关键词： Floer trajectory equation partial collapsing degeneration thimble-flow-thimble moduli space adiabatic gluing exponential decay estimates three-interval method

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