公开(公告)号：US20250036933A1

公开(公告)日：2025-01-30

申请号：US18225371

申请日：2023-07-24

Applicant: Cisco Technology, Inc.

Inventor： Gaowen Liu ,  Ramana Rao V.R. KOMPELLA

IPC: G06N3/08

Abstract: In one embodiment, a device identifies a plurality of tasks that a base machine learning model is able to perform. The device receives, via a user interface, a request to generate a specialized model to perform a particular task for deployment to a target deployment environment. The device uses knowledge distillation on the base machine learning model to train the specialized model to perform the particular task based on at least one of the plurality of tasks. The device causes the specialized model to be deployed to the target deployment environment.

公开(公告)号：US20250094823A1

公开(公告)日：2025-03-20

申请号：US18368801

申请日：2023-09-15

Applicant: Cisco Technology, Inc.

Inventor： Myungjin Lee ,  Jayanth SRINIVASA ,  Ali PAYANI ,  Ramana Rao V.R. KOMPELLA

IPC: G06N3/098

Abstract: In one implementation, a controller determines performance of a partitioned neural network. The controller identifies, based on the performance, a particular partition of the partitioned neural network as a bottleneck. The controller configures a first device to execute a replica of the particular partition. The controller configures a multiplexer that provides an output of the particular partition or the replica of the particular partition as input to a downstream partition of the partitioned neural network.

公开(公告)号：US20240273948A1

公开(公告)日：2024-08-15

申请号：US18107766

申请日：2023-02-09

Applicant: Cisco Technology, Inc.

Inventor： Hugo Latapie ,  Gaowen LIU ,  Ozkan KILIC ,  Adam James LAWRENCE ,  Ramana Rao V.R. KOMPELLA

IPC: G06V40/20 ,  G06T7/73 ,  G06V10/70 ,  G06V20/40 ,  G06V20/52 ,  G06V40/10

CPC classification number: G06V40/20 ,  G06T7/73 ,  G06V10/70 ,  G06V20/41 ,  G06V20/46 ,  G06V20/52 ,  G06V40/10 ,  G06T2207/10016 ,  G06T2207/30196 ,  G06T2207/30232

Abstract: In one embodiment, a device represents each of a plurality of objects depicted in video data over time as a set of timeseries of key points associated with that object. The device forms groups of objects based on their associated sets of timeseries. The device identifies an anomalous behavior of a particular group from among the groups of objects, based on their constituent timeseries of coordinate points. The device provides an alert regarding the anomalous behavior to a user interface for review.

公开(公告)号：US20250132918A1

公开(公告)日：2025-04-24

申请号：US18381835

申请日：2023-10-19

Applicant: Cisco Technology, Inc.

Inventor： Charles FLEMING ,  Ramana Rao V.R. KOMPELLA

IPC: H04L9/32 ,  G06F21/64

Abstract: In one implementation, a method is disclosed comprising: associating, by a device in a service mesh, a security function with a portion of an online application that is executed in a distributed manner across the service mesh; executing, by the device, the security function and the portion of the online application within a trusted execution environment of the device to produce output data; generating, by the device, a cryptographic proof for the output data based on the security function; and providing, by the device, the output data and the cryptographic proof to a remote execution environment within the service mesh to establish a verifiable data lineage for the output data.

公开(公告)号：US20250097226A1

公开(公告)日：2025-03-20

申请号：US18368873

申请日：2023-09-15

Applicant: Cisco Technology, Inc.

Inventor： Charles Fleming ,  Jayanth SRINIVASA ,  Ramana Rao V.R. KOMPELLA

IPC: H04L9/40 ,  G06F9/54 ,  G06F21/62

Abstract: In one implementation, a device intercepts return data for an application programming interface call to be sent to a requester via a network. The device converts the return data into an embedding. The device determines a similarity between the embedding and one or more embeddings in a database that were generated from one or more documents deemed sensitive. The device blocks, based on the similarity, the return data from being sent via the network to the requester.