Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: A network coordinate system assigns Euclidean "virtual" coordinates to every node in a network to allow easy estimation of network latency beten pairs of nodes that have never contacted each other. These systems have been implemented in a variety of applications, most notably the popular Azureus/Vuze BitTorrent client. Zage and Nita-Rotaru (CCS 2007) and independently, Kaafar et al. (SIGCOMM 2007), demonstrated that several widely-cited network coor- dinate systems are prone to simple attacks, and proposed mechanisms to defeat these attacks using outlier detection to filter out adversarial inputs.  propose a new attack, Frog-Boiling, that defeats anomaly-detection based defenses in the context of network coordinate systems, and demonstrate empirically that Frog- Boiling is more disruptive than the previously known attacks. Our results sug- gest that a new approach is needed to solve this problem: outlier detection alone cannot be used to secure network coordinate systems.
['Eric Chan-Tin', 'Daniel Feldman', 'Nicholas Hopper', 'Yongdae Kim']
I am writing a research paper on a idea The Frog-Boiling Attack: Limitations of Anomaly Detection for Secure Network Coordinate Systems
[{"from": "human", "value": "I am writing a research paper on a idea The Frog-Boiling Attack: Limitations of Anomaly Detection for Secure Network Coordinate Systems"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: A network coordinate system assigns Euclidean \"virtual\" coordinates to every node in a network to allow easy estimation of network latency beten pairs of nodes that have never contacted each other. These systems have been implemented in a variety of applications, most notably the popular Azureus/Vuze BitTorrent client. Zage and Nita-Rotaru (CCS 2007) and independently, Kaafar et al. (SIGCOMM 2007), demonstrated that several widely-cited network coor- dinate systems are prone to simple attacks, and proposed mechanisms to defeat these attacks using outlier detection to filter out adversarial inputs.  propose a new attack, Frog-Boiling, that defeats anomaly-detection based defenses in the context of network coordinate systems, and demonstrate empirically that Frog- Boiling is more disruptive than the previously known attacks. Our results sug- gest that a new approach is needed to solve this problem: outlier detection alone cannot be used to secure network coordinate systems."}]