Conjoining malware detection models for detection performance aggregation
US-2022036208-A1 · Feb 3, 2022 · US
US12596794B2 · US · B2
| Field | Value |
|---|---|
| Publication number | US-12596794-B2 |
| Application number | US-202117582660-A |
| Country | US |
| Kind code | B2 |
| Filing date | Dec 22, 2021 |
| Priority date | Dec 22, 2021 |
| Publication date | Apr 7, 2026 |
| Grant date | Apr 7, 2026 |
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Described embodiments provide systems and methods for performing actions based on data of devices. A controller executing on at least one server may receive a first dataset from a first agent of a first device intermediary between a first plurality of client devices and a first plurality of servers. The first dataset may comprise a subset of data tracked at the first device and available to the first agent. The controller may receive a second dataset from a second agent of a second device intermediary between a second plurality of client devices and a second plurality of servers. The second dataset may comprise a subset of data tracked at the second device and available to the second agent. According to the first dataset and the second dataset, the controller may send an instruction to at least one of the first device, the second device or a third device.
Opening claim text (preview).
We claim: 1 . A method comprising: receiving, by a controller executing on at least one server, a first dataset from a first agent of a first device intermediary between a first plurality of client devices and a first plurality of servers, the first dataset comprising a subset of data tracked at the first device and available to the first agent; receiving, by the controller, a second dataset from a second agent of a second device intermediary between a second plurality of client devices and a second plurality of servers, the second plurality of client devices and the second plurality of servers being distinct from the first plurality of client devices and the first plurality of servers, the second dataset comprising a subset of data tracked at the second device and available to the second agent; identifying, by the controller, a security threat indicated in the first data set or the second data set; sending, a communication to the first device and the second device, the communication comprising an instruction to mitigate the security threat; initiating a first action on the first device to mitigate the security threat based on a type of the first device; and initiating a second action on the second device to mitigate the security threat based on a type of the second device; wherein the type of the first device is different than the type of the second device and the first action on the first device is different than the second action on the second device. 2 . The method of claim 1 , wherein the first dataset comprises metrics of traffic or transactions between the first plurality of client devices and the first plurality of servers. 3 . The method of claim 1 , wherein the first dataset comprises information or events logged at the first device. 4 . The method of claim 1 , wherein the first dataset comprises the subset of the data tracked at the first device that is determined by the first agent according to a criteria, to send to the controller. 5 . The method of claim 1 , comprising: determining, by the controller, the instruction by using a portion of the first dataset and the second dataset that correspond to a specific segment of devices or applications. 6 . The method of claim 5 , wherein the third device corresponds to the specific segment of devices or applications, and is intermediary between a third plurality of client devices and a third plurality of servers. 7 . The method of claim 1 , comprising: receiving, by the controller, the first dataset and the second dataset over a defined time duration; storing, by the controller, the first dataset and the second dataset; and determining, by the controller, the instruction using the stored first dataset and the stored second dataset. 8 . The method of claim 1 , comprising: performing, by the controller, machine or statistical learning using the first dataset and the second dataset. 9 . The method of claim 8 , comprising: sending, by the controller according to the machine or statistical learning, a criteria or an update to the first agent to control sending of an additional dataset of the first device to the controller. 10 . A system comprising: at least one processor and a transceiver configured to: receive a first dataset from a first agent of a first device intermediary between a first plurality of client devices and a first plurality of servers, the first dataset comprising a subset of data tracked at the first device and available to the first agent; receive a second dataset from a second agent of a second device intermediary between a second plurality of client devices and a second plurality of servers, the second plurality of client devices and the second plurality of servers being distinct from the first plurality of client devices and the first plurality of servers, the second dataset comprising a subset of data tracked at the second device and available to the second agent; identify a security threat indicated in the first data set or the second data set; send a communication to the first device and the second device, the communication comprising an instruction to mitigate the security threat; initiate a first action on the first device to mitigate the security threat based on a type of the first device; and initiate a second action on the second device to mitigate the security threat based on a type of the second device; wherein the type of the first device is different than the type of the second device and the first action on the first device is different than the second action on the second device. 11 . The system of claim 10 , wherein the first dataset comprises metrics of traffic or transactions between the first plurality of client devices and the first plurality of servers. 12 . The system of claim 10 , wherein the first dataset comprises information or events logged at the first device. 13 . The system of claim 10 , wherein the first dataset comprises the subset of the data tracked at the first device that is determined by the agent according to a criteria, to send to the controller. 14 . The system of claim 10 , wherein the at least one processor is further configured to: determine the instruction by using a portion of the first dataset and the second dataset that corresponds to a specific segment of devices or applications. 15 . The system of claim 14 , wherein the third device corresponds to the specific segment of devices or applications, and is intermediary between a third plurality of client devices and a third plurality of servers. 16 . The system of claim 10 , wherein the at least one processor is further configured to: receive, via the transceiver, the first dataset and the second dataset over a defined time duration; store the first dataset and the second dataset; and determine the instruction using the stored first dataset and the stored second dataset. 17 . The system of claim 10 , wherein the at least one processor is further configured to: perform machine or statistical learning using the first dataset and the second dataset; and send, via the transceiver according to the machine or statistical learning, a criteria or an update to the first agent to control sending of an additional dataset of the first device to the system. 18 . A non-transitory computer-readable medium storing instructions that, when executed by at least one processor, cause the at least one processor to: receive, via a transceiver, a first dataset from a first agent of a first device intermediary between a first plurality of client devices and a first plurality of servers, the first dataset comprising a subset of data tracked at the first device and available to the first agent; receive, via the transceiver, a second dataset from a second agent of a second device intermediary between a second plurality of client devices and a second plurality of servers, the second plurality of device devices and the second plurality of servers being distinct from the first plurality of client devices and the first plurality of servers, the second dataset comprising a subset of data tracked at the second device and available to the second agent; and identify a security threat indicated in the first data set or the second data set; send, via the transmitter, a communication to the first device and the second device, the communication comprising an instruction to mitigate the security threat; initiate a first action on the first device to mitigate the security threat based on a type of the first device; and initiate a second action on
Test or assess a computer or a system · CPC title
by monitoring network traffic (monitoring network traffic per se H04L43/00) · CPC title
involving event detection and direct action · CPC title
Countermeasures against malicious traffic (countermeasures against attacks on cryptographic mechanisms H04L9/002) · CPC title
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