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Link: Black-Box Detection of Cross-Site Scripting Vulnerabilities Using Reinforcement Learning
2022
Proceedings of the ACM Web Conference 2022
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Black-box web scanners have been a prevalent means of performing penetration testing to find reflected cross-site scripting (XSS) vulnerabilities. Unfortunately, off-the-shelf black-box web scanners suffer from unscalable testing as well as false negatives that stem from a testing strategy that employs fixed attack payloads, thus disregarding the exploitation of contexts to trigger vulnerabilities. To this end, we propose a novel method of adapting attack payloads to a target reflected XSS
doi:10.1145/3485447.3512234
fatcat:nmy2npjj5jar3hr4lzpuooujca
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... rability using reinforcement learning (RL). We present Link, a general RL framework whose states, actions, and a reward function are designed to find reflected XSS vulnerabilities in a black-box and fully automatic manner. Link finds 45, 213, and 60 vulnerabilities with no false positives in Firing-Range, OWASP, and WAVSEP benchmarks, respectively, outperforming state-of-the-art web scanners in terms of finding vulnerabilities and ending testing campaigns earlier. Link also finds 43 vulnerabilities in 12 real-world applications, demonstrating the promising efficacy of using RL in finding reflected XSS vulnerabilities. CCS CONCEPTS • Security and privacy → Web application security.
Comparing the efficiency of dispersion parameter estimators in gamma generalized linear models
감마 일반화 선형 모형에서의 산포 모수 추정량에 대한 효율성 연구
2017
Korean Journal of Applied Statistics
감마 일반화 선형 모형에서의 산포 모수 추정량에 대한 효율성 연구
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먼저 fw(ν) = [ n ∑ i=1 wi (log(wiν) − ψ(wiν)) ] − Dp(y, µ) 2 라 두면, f ′ w (ν) = n ∑ i=1 wi ( 1 ν − ψ ′ (wiν)wi ) 이 된다. 여기서 ψ ′ (x)은 trigamma 함수를 뜻한다. ...
Yi에 알려진 가중치 wi가 있는 경우 Yi ∼ Gamma (µi, ϕ /wi)으로 표현한다. ...
doi:10.5351/kjas.2017.30.1.095
fatcat:kqwnlh33c5d7bmp7ec5aukxvw4
Mutation of MED12 is not a frequent occurrence in prostate cancer of Korean patients
2017
Asian Journal of Andrology
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ORIGINAL ARTICLE
Mutation of MED12 is not a frequent occurrence in prostate cancer of Korean patients Madison, WI, USA). ...
doi:10.4103/1008-682x.172826
pmid:26924278
pmcid:PMC5427792
fatcat:myheub5c75cxvixy5k6pf24pwa
Social Network Analysis of Stakeholders in Green Tourism
2009
Studies in Regional Science
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Th i s s t u d y a i me d t o a n a l y s i s s t a k e h o l d e r s a s s o c i a t e d wi t h r u r a l t o u r i s m d e v e l o p me n t b y a s o c i a l n e t wo r k a n a l y s i s . ...
C o mp a r i s o n b e t we e n t h e r e s p o n s e s o f S h i k a o ic h o r e s p o n d e n t s wi t h t h o s e o f S h i n t o k uc h o r e s p o nd e n t s s h o we d n o s i g n i f i c a n t ...
doi:10.2457/srs.39.767
fatcat:frey5ho6obahfg2bzvnymw2iuu
Robust H-infinity Control Course Material 2017
[article]
2020
unpublished
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S'.. h~bIll. ..f..tQN\s~~cT~Q.cs) oJ Wi~O.ITH)N\.p~~"-h.~M !fAOs M~~Ol~C1J1..\ S~09~~~i .. ..;r~\\ "" -\~Q. \ 00 o~"'sl.JJr (tJ~Q.~s-!..Ul8'-' -\\k~) I oQ~;"j~~""""-J v. c~~0('.-1;."....2. )~". ...
-Seongil Hong, Ki Dae Cho, Chul Hyo Park, and Woo Sung Kang "Trajectory Generation and H∞ Robust Control for Inertially Stabilized System", IEEE/ASME International Conference on Advanced Intelligent Mechatronics ...
doi:10.13140/rg.2.2.26881.61284
fatcat:uhvy2hxszre6jpgcfrfthjly6q
Extracting vowel characteristics from smoothed spectra
2000
Journal of the Acoustical Society of America
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Seongil Kim, Geoffrey F. Edelmann, William S. Hodgkiss, William A. ...
Wang ͑The Trane Co., 3600 Pammel Creek Rd., LaCrosse, WI 54601-7599͒, G. C. Lauchle ͑Penn State Univ., State College, PA 16804͒, and M. S. ...
doi:10.1121/1.4743686
fatcat:i5lv7vu575hyjaezn5pllmxyyu
New ISO standards for hearing protectors
2000
Journal of the Acoustical Society of America
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Seongil Kim, Geoffrey F. Edelmann, William S. Hodgkiss, William A. ...
Wang ͑The Trane Co., 3600 Pammel Creek Rd., LaCrosse, WI 54601-7599͒, G. C. Lauchle ͑Penn State Univ., State College, PA 16804͒, and M. S. ...
doi:10.1121/1.4743748
fatcat:tzupe2dywvdlba4cl35xczgrqq
Calculation of the A term of magnetic circular dichroism based on time dependent-density functional theory I. Formulation and implementation
2004
Journal of Chemical Physics
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., Madison, WI 53705͒ Children spend a vast majority of time in reverberant environments. ...
Shriberg ͑Univ. of Wisconsin-Madison, Madison, WI͒, and Jordan R. ...
School, Madison, WI 53792-7375͒ The vocal folds act as an energy transducer that converts aerodynamic power into acoustic power. ...
doi:10.1063/1.1747828
pmid:15268124
fatcat:hwyfald5a5f4njmw5h7p6vjhnu