公开(公告)号：US20210342492A1

公开(公告)日：2021-11-04

申请号：US17374942

申请日：2021-07-13

Applicant: Microsoft Technology Licensing, LLC

Inventor： Stavros VOLOS ,  David Thomas CHISNALL ,  Saurabh Mohan KULKARNI ,  Kapil VASWANI ,  Manuel COSTA ,  Samuel Alexander WEBSTER ,  Cédric Alain Marie FOURNET ,  Richard OSBORNE ,  Daniel John Pelham WILKINSON ,  Graham Bernard CUNNINGHAM

IPC: G06F21/85 ,  G06F21/60 ,  H04L9/30 ,  H04L9/32

Abstract: A peripheral device, for use with a host, comprises one or more compute elements a security module and at least one encryption unit. The security module is configured to form a trusted execution environment on the peripheral device for processing sensitive data using sensitive code. The sensitive data and sensitive code are provided by a trusted computing entity which is in communication with the host computing device. The at least one encryption unit is configured to encrypt and decrypt data transferred between the trusted execution environment and the trusted computing entity via the host computing device. The security module is configured to compute and send an attestation to the trusted computing entity to attest that the sensitive code is in the trusted execution environment.

公开(公告)号：US20210004469A1

公开(公告)日：2021-01-07

申请号：US16503455

申请日：2019-07-03

Applicant: Microsoft Technology Licensing, LLC

Inventor： David Thomas CHISNALL ,  Cédric Alain Marie FOURNET ,  Manuel COSTA ,  Samuel Alexander WEBSTER ,  Sylvan CLEBSCH ,  Kapil VASWANI

IPC: G06F21/57 ,  H04L29/06 ,  G06F9/455

Abstract: A computer system has a separation mechanism which enforces separation between at least two execution environments such that one execution environment is a gatekeeper which interposes on all communications of the other execution environment. The computer system has an attestation mechanism which enables the gatekeeper to attest to properties of the at least two execution environments. A first one of the execution environments runs application specific code which may contain security vulnerabilities. The gatekeeper is configured to enforce an input output policy on the first execution environment by interposing on all communication to and from the first execution environment by forwarding, modifying or dropping individual ones of the communications according to the policy. The gatekeeper provides evidence of attestation both for the application specific code and the policy.

公开(公告)号：US20240160795A1

公开(公告)日：2024-05-16

申请号：US18419359

申请日：2024-01-22

Applicant: Microsoft Technology Licensing, LLC

Inventor： Stavros VOLOS ,  David Thomas CHISNALL ,  Saurabh Mohan KULKARNI ,  Kapil VASWANI ,  Manuel COSTA ,  Samuel Alexander WEBSTER ,  Cédric Alain Marie FOURNET ,  Richard OSBORNE ,  Daniel John Pelham WILKINSON ,  Graham Bernard CUNNINGHAM

IPC: G06F21/85 ,  G06F21/60 ,  H04L9/30 ,  H04L9/32

CPC classification number: G06F21/85 ,  G06F21/602 ,  H04L9/30 ,  H04L9/3265

Abstract: A peripheral device, for use with a host, comprises one or more compute elements a security module and at least one encryption unit. The security module is configured to form a trusted execution environment on the peripheral device for processing sensitive data using sensitive code. The sensitive data and sensitive code are provided by a trusted computing entity which is in communication with the host computing device. The at least one encryption unit is configured to encrypt and decrypt data transferred between the trusted execution environment and the trusted computing entity via the host computing device. The security module is configured to compute and send an attestation to the trusted computing entity to attest that the sensitive code is in the trusted execution environment.

公开(公告)号：US20230342121A1

公开(公告)日：2023-10-26

申请号：US18005246

申请日：2021-07-13

Applicant: Microsoft Technology Licensing, LLC

Inventor： Daniel John Pelham WILKINSON ,  Richard OSBORNE ,  Graham Bernard CUNNINGHAM ,  Kenneth GORDON ,  Samuel Alexander WEBSTER ,  Stavros VOLOS ,  Kapil VASWANI ,  Balaji VEMBU ,  Cédric Alain Marie FOURNET

IPC: G06F8/41

CPC classification number: G06F8/41

Abstract: A processing system comprising one or more chips, each comprising a plurality of tiles is described. Each tile comprises a respective processing unit and memory, the memory storing a codelet. The processing system has at least one encryption unit configured to encrypt and decrypt data transferred between the tiles and a trusted computing entity via an external computing device. The codelets are configured to instruct the tiles to transfer the encrypted data by reading from and writing to a plurality of memory regions at the external memory such that a plurality of streams of encrypted data are formed, each stream using an individual one of the memory regions at the external computing device.

公开(公告)号：US20190213484A1

公开(公告)日：2019-07-11

申请号：US15898211

申请日：2018-02-15

Applicant: Microsoft Technology Licensing, LLC

Inventor： John Michael WINN ,  John GUIVER ,  Samuel Alexander WEBSTER ,  Yordan Kirilov ZAYKOV ,  Maciej KUKLA ,  Daniel FABIAN

IPC: G06N5/02 ,  G06N7/00 ,  G06N99/00 ,  G06F17/30

CPC classification number: G06N5/022 ,  G06F16/334 ,  G06N7/005 ,  G06N20/00

Abstract: In various examples there is a knowledge base construction and/or maintenance system for use with a probabilistic knowledge base. The system has a probabilistic generative model comprising a process for generating text or other formatted data from the knowledge base. The system has an inference component configured to generate inference results, by carrying out inference using inference algorithms, run on the probabilistic generative model, in either a forward direction whereby text or other formatted data is generated, or a reverse direction whereby text or other formatted data is observed and at least one unobserved variable of the probabilistic generative model is inferred. The inference component is configured to update the knowledge base using at least some of the inference results.

公开(公告)号：US20240419967A1

公开(公告)日：2024-12-19

申请号：US18814438

申请日：2024-08-23

Applicant: Microsoft Technology Licensing, LLC

Inventor： Ryota TOMIOKA ,  Matthew Alastair JOHNSON ,  Daniel Stefan TARLOW ,  Samuel Alexander WEBSTER ,  Dimitrios VYTINIOTIS ,  Alexander Lloyd GAUNT ,  Maik RIECHERT

IPC: G06N3/08 ,  G06N3/04 ,  G06N3/063

Abstract: A neural network training apparatus is described which has a network of worker nodes each having a memory storing a subgraph of a neural network to be trained. The apparatus has a control node connected to the network of worker nodes. The control node is configured to send training data instances into the network to trigger parallelized message passing operations which implement a training algorithm which trains the neural network. At least some of the message passing operations asynchronously update parameters of individual subgraphs of the neural network at the individual worker nodes.

公开(公告)号：US20230076773A1

公开(公告)日：2023-03-09

申请号：US17493819

申请日：2021-10-04

Applicant: Microsoft Technology Licensing, LLC

Inventor： Elena POCHERNINA ,  John WINN ,  Matteo VENANZI ,  Ivan KOROSTELEV ,  Pavel MYSHKOV ,  Samuel Alexander WEBSTER ,  Yordan Kirilov ZAYKOV ,  Nikita VORONKOV ,  Dmitriy MEYERZON ,  Marius Alexandru BUNESCU ,  Alexander Armin SPENGLER ,  Vladimir GVOZDEV ,  Thomas P. MINKA ,  Anthony Arnold WIESER ,  Sanil RAJPUT ,  John GUIVER

IPC: G06F40/30 ,  G06F16/901 ,  G06F16/903

Abstract: In various examples there is a computer-implemented method of database construction. The method comprises storing a knowledge graph comprising nodes connected by edges, each node representing a topic. Accessing a topic type hierarchy comprising a plurality of types of topics, the topic type hierarchy having been computed from a corpus of text documents. One or more text documents are accessed and the method involves labelling a plurality of the nodes with one or more labels, each label denoting a topic type from the topic type hierarchy, by, using a deep language model; or for an individual one of the nodes representing a given topic, searching the accessed text documents for matches to at least one template, the template being a sequence of words and containing the given topic and a placeholder for a topic type; and storing the knowledge graph comprising the plurality of labelled nodes.

公开(公告)号：US20230067688A1

公开(公告)日：2023-03-02

申请号：US17460123

申请日：2021-08-27

Applicant: Microsoft Technology Licensing, LLC

Inventor： Elena POCHERNINA ,  John WINN ,  Matteo VENANZI ,  Ivan KOROSTELEV ,  Pavel MYSHKOV ,  Samuel Alexander WEBSTER ,  Yordan Kirilov ZAYKOV ,  Nikita VORONKOV ,  Dmitriy MEYERZON ,  Marius Alexandru BUNESCU ,  Alexander Armin SPENGLER ,  Vladimir GVOZDEV ,  Thomas P. MINKA ,  Anthony Arnold WIESER ,  Sanil RAJPUT

IPC: G06N5/02 ,  G06F40/186

Abstract: In various examples there is a computer-implemented method of database construction. The method comprises storing a knowledge graph comprising nodes connected by edges, each node representing a topic. Accessing a topic type hierarchy comprising a plurality of types of topics, the topic type hierarchy having been computed from a corpus of text documents. One or more text documents are accessed and the method involves labelling a plurality of the nodes with one or more labels, each label denoting a topic type from the topic type hierarchy, by, using a deep language model; or for an individual one of the nodes representing a given topic, searching the accessed text documents for matches to at least one template, the template being a sequence of words and containing the given topic and a placeholder for a topic type; and storing the knowledge graph comprising the plurality of labelled nodes.

公开(公告)号：US20220222531A1

公开(公告)日：2022-07-14

申请号：US17706586

申请日：2022-03-28

Applicant: Microsoft Technology Licensing, LLC

Inventor： Ryota TOMIOKA ,  Matthew Alastair JOHNSON ,  Daniel Stefan TARLOW ,  Samuel Alexander WEBSTER ,  Dimitrios VYTINIOTIS ,  Alexander Lloyd GAUNT ,  Maik RIECHERT

IPC: G06N3/08 ,  G06N3/04 ,  G06N3/063

Abstract: A neural network training apparatus is described which has a network of worker nodes each having a memory storing a subgraph of a neural network to be trained. The apparatus has a control node connected to the network of worker nodes. The control node is configured to send training data instances into the network to trigger parallelized message passing operations which implement a training algorithm which trains the neural network. At least some of the message passing operations asynchronously update parameters of individual subgraphs of the neural network at the individual worker nodes.

公开(公告)号：US20180336458A1

公开(公告)日：2018-11-22

申请号：US15599058

申请日：2017-05-18

Applicant: Microsoft Technology Licensing, LLC

Inventor： Ryota TOMIOKA ,  Matthew Alastair JOHNSON ,  Daniel Stefan TARLOW ,  Samuel Alexander WEBSTER ,  Dimitrios VYTINIOTIS ,  Alexander Lloyd GAUNT ,  Maik RIECHERT

IPC: G06N3/08 ,  G06N3/04

CPC classification number: G06N3/063

Abstract: A neural network training apparatus is described which has a network of worker nodes each having a memory storing a subgraph of a neural network to be trained. The apparatus has a control node connected to the network of worker nodes. The control node is configured to send training data instances into the network to trigger parallelized message passing operations which implement a training algorithm which trains the neural network. At least some of the message passing operations asynchronously update parameters of individual subgraphs of the neural network at the individual worker nodes.