Abstract: A computer-implemented method for continual learning of multiple tasks sequentially using a deep neural network wherein the method comprises providing a plurality of task-attention modules, wherein the method comprises: processing sensory inputs using said the deep neural network to build a first representation space of fixed capacity for representations (common representation space); admitting only task-relevant information from said first representation space into a second representation space (global workspace) different from the first representation space using said plurality of task-attention modules, and wherein each task-attention module of the plurality of task-attention modules is specialized towards a different task.

Abstract: A computer-implemented method for continual task learning in a training framework. The method includes: providing a first deep neural network (?w) including a first function (Gw) and a second function (Fw) which are nested; providing a second deep neural network (?s) including a third function (Fs) as a counterpart to the second nested function (Fw); feeding input images to the first neural network (?w), such as through a filter and/or via patch embedding; generating representations of task samples using the first function (Gw); providing a memory (Dm) for storing at least some of the generated representations of task samples and/or having pre-stored task representation; providing the generated and memory stored representations of task samples to the second function (Fw); and providing memory stored representations of task samples to the third function (Fs).

Abstract: A deep learning framework in continual learning that enforces consistency in predictions across time separated views and enables learning rich discriminative features for mitigating catastrophic forgetting in low buffer regimes. A deep-learning based computer-implemented method for continual learning over non-stationary data streams involves a number of sequential tasks (T) in which for each task (t) the method includes the steps of training a classification head with an objective function based on experience replay; and casting consistency regularization as an auxiliary self-supervised pretext-task.

Abstract: A two-stage computer-implemented method for continual learning intertwining task-agnostic and task-specific learning whereby self-supervised training is followed by supervised learning for each task. To further restrict the deviation from the learned representations in the self-supervised stage, a task-agnostic auxiliary loss is employed during the supervised stage.

Abstract: Embodiments provide login functionality to a user using a third party identity provider for a multi-tenant identity cloud service. Embodiments receive declarative metadata that includes an identity of a token endpoint corresponding to the third party identity provider and corresponding parameter values. Embodiments store the declarative metadata in a database and receive a request for a login using the third party identity provider. Embodiments retrieve the metadata and build an authorization request and send the authorization request to the third party identity provider, and in response receive an authorization code. Embodiments retrieve the metadata and build a token request using the authorization code and send the token request to the third party identity provider, and in response receive an access token.

Abstract: Embodiments provide login functionality to a user using a third party identity provider for a multi-tenant identity cloud service. Embodiments receive declarative metadata that includes an identity of a token endpoint corresponding to the third party identity provider and corresponding parameter values. Embodiments store the declarative metadata in a database and receive a request for a login using the third party identity provider. Embodiments retrieve the metadata and build an authorization request and send the authorization request to the third party identity provider, and in response receive an authorization code. Embodiments retrieve the metadata and build a token request using the authorization code and send the token request to the third party identity provider, and in response receive an access token.

Abstract: A framework, which conforms to the OAuth standard, involves a generic OAuth authorization server that can be used by multiple resource servers in order to ensure that access to resources stored on those resource servers is limited to access to which the resource owner consents. Each resource server registers, with the OAuth authorization server, metadata for that resource server, indicating scopes that are recognized by the resource server. The OAuth authorization server refers to this metadata when requesting consent from a resource owner on behalf of a client application, so that the consent will be of an appropriate scope. The OAuth authorization server refers to this metadata when constructing an access token to provide to the client application for use in accessing the resources on the resource server. The OAuth authorization server uses this metadata to map issued access tokens to the scopes to which those access tokens grant access.

Abstract: Processes for synthesizing diacetone alcohol from acetone are provided. An exemplary process includes contacting acetone with a heterogeneous catalyst at a temperature of less than 100° C., to provide diacetone alcohol. The heterogeneous catalyst can include molecular sieves. Processes for synthesizing mesityl oxide from acetone are also provided.

Abstract: A framework, which conforms to the OAuth standard, involves a generic OAuth authorization server that can be used by multiple resource servers in order to ensure that access to resources stored on those resource servers is limited to access to which the resource owner consents. Each resource server registers, with the OAuth authorization server, metadata for that resource server, indicating scopes that are recognized by the resource server. The OAuth authorization server refers to this metadata when requesting consent from a resource owner on behalf of a client application, so that the consent will be of an appropriate scope. The OAuth authorization server refers to this metadata when constructing an access token to provide to the client application for use in accessing the resources on the resource server. The OAuth authorization server uses this metadata to map issued access tokens to the scopes to which those access tokens grant access.

Abstract: A framework, which conforms to the OAuth standard, involves a generic OAuth authorization server that can be used by multiple resource servers in order to ensure that access to resources stored on those resource servers is limited to access to which the resource owner consents. Each resource server registers, with the OAuth authorization server, metadata for that resource server, indicating scopes that are recognized by the resource server. The OAuth authorization server refers to this metadata when requesting consent from a resource owner on behalf of a client application, so that the consent will be of an appropriate scope. The OAuth authorization server refers to this metadata when constructing an access token to provide to the client application for use in accessing the resources on the resource server. The OAuth authorization server uses this metadata to map issued access tokens to the scopes to which those access tokens grant access.

Abstract: A framework, which conforms to the OAuth standard, involves a generic OAuth authorization server that can be used by multiple resource servers in order to ensure that access to resources stored on those resource servers is limited to access to which the resource owner consents. Each resource server registers, with the OAuth authorization server, metadata for that resource server, indicating scopes that are recognized by the resource server. The OAuth authorization server refers to this metadata when requesting consent from a resource owner on behalf of a client application, so that the consent will be of an appropriate scope. The OAuth authorization server refers to this metadata when constructing an access token to provide to the client application for use in accessing the resources on the resource server. The OAuth authorization server uses this metadata to map issued access tokens to the scopes to which those access tokens grant access.

Abstract: A framework, which conforms to the OAuth standard, involves a generic OAuth authorization server that can be used by multiple resource servers in order to ensure that access to resources stored on those resource servers is limited to access to which the resource owner consents. Each resource server registers, with the OAuth authorization server, metadata for that resource server, indicating scopes that are recognized by the resource server. The OAuth authorization server refers to this metadata when requesting consent from a resource owner on behalf of a client application, so that the consent will be of an appropriate scope. The OAuth authorization server refers to this metadata when constructing an access token to provide to the client application for use in accessing the resources on the resource server. The OAuth authorization server uses this metadata to map issued access tokens to the scopes to which those access tokens grant access.

Abstract: A framework, which conforms to the OAuth standard, involves a generic OAuth authorization server that can be used by multiple resource servers in order to ensure that access to resources stored on those resource servers is limited to access to which the resource owner consents. Each resource server registers, with the OAuth authorization server, metadata for that resource server, indicating scopes that are recognized by the resource server. The OAuth authorization server refers to this metadata when requesting consent from a resource owner on behalf of a client application, so that the consent will be of an appropriate scope. The OAuth authorization server refers to this metadata when constructing an access token to provide to the client application for use in accessing the resources on the resource server. The OAuth authorization server uses this metadata to map issued access tokens to the scopes to which those access tokens grant access.

Abstract: A framework, which conforms to the OAuth standard, involves a generic OAuth authorization server that can be used by multiple resource servers in order to ensure that access to resources stored on those resource servers is limited to access to which the resource owner consents. Each resource server registers, with the OAuth authorization server, metadata for that resource server, indicating scopes that are recognized by the resource server. The OAuth authorization server refers to this metadata when requesting consent from a resource owner on behalf of a client application, so that the consent will be of an appropriate scope. The OAuth authorization server refers to this metadata when constructing an access token to provide to the client application for use in accessing the resources on the resource server. The OAuth authorization server uses this metadata to map issued access tokens to the scopes to which those access tokens grant access.

Abstract: A framework, which conforms to the OAuth standard, involves a generic OAuth authorization server that can be used by multiple resource servers in order to ensure that access to resources stored on those resource servers is limited to access to which the resource owner consents. Each resource server registers, with the OAuth authorization server, metadata for that resource server, indicating scopes that are recognized by the resource server. The OAuth authorization server refers to this metadata when requesting consent from a resource owner on behalf of a client application, so that the consent will be of an appropriate scope. The OAuth authorization server refers to this metadata when constructing an access token to provide to the client application for use in accessing the resources on the resource server. The OAuth authorization server uses this metadata to map issued access tokens to the scopes to which those access tokens grant access.

Abstract: A framework is provided for integrating Internet identities in enterprise identity and access management (IAM) infrastructures. A framework is provided for open authorization. A framework is also provided for relying party functionality. A mapping repository can be configured to store a mapping between applications and identity providers. The mapping associates each application of a plurality of applications with one or more identity providers. Identity management logic can be configured to use the mapping to determine that one or more identity providers of a first plurality of identity providers can be used to perform authentication activities on behalf of the first application in response to receiving a first request associated with a first application.

Abstract: A framework, which conforms to the OAuth standard, involves a generic OAuth authorization server that can be used by multiple resource servers in order to ensure that access to resources stored on those resource servers is limited to access to which the resource owner consents. Each resource server registers, with the OAuth authorization server, metadata for that resource server, indicating scopes that are recognized by the resource server. The OAuth authorization server refers to this metadata when requesting consent from a resource owner on behalf of a client application, so that the consent will be of an appropriate scope. The OAuth authorization server refers to this metadata when constructing an access token to provide to the client application for use in accessing the resources on the resource server. The OAuth authorization server uses this metadata to map issued access tokens to the scopes to which those access tokens grant access.

Abstract: A framework, which conforms to the OAuth standard, involves a generic OAuth authorization server that can be used by multiple resource servers in order to ensure that access to resources stored on those resource servers is limited to access to which the resource owner consents. Each resource server registers, with the OAuth authorization server, metadata for that resource server, indicating scopes that are recognized by the resource server. The OAuth authorization server refers to this metadata when requesting consent from a resource owner on behalf of a client application, so that the consent will be of an appropriate scope. The OAuth authorization server refers to this metadata when constructing an access token to provide to the client application for use in accessing the resources on the resource server. The OAuth authorization server uses this metadata to map issued access tokens to the scopes to which those access tokens grant access.

Abstract: A framework, which conforms to the OAuth standard, involves a generic OAuth authorization server that can be used by multiple resource servers in order to ensure that access to resources stored on those resource servers is limited to access to which the resource owner consents. Each resource server registers, with the OAuth authorization server, metadata for that resource server, indicating scopes that are recognized by the resource server. The OAuth authorization server refers to this metadata when requesting consent from a resource owner on behalf of a client application, so that the consent will be of an appropriate scope. The OAuth authorization server refers to this metadata when constructing an access token to provide to the client application for use in accessing the resources on the resource server. The OAuth authorization server uses this metadata to map issued access tokens to the scopes to which those access tokens grant access.

Abstract: A framework, which conforms to the OAuth standard, involves a generic OAuth authorization server that can be used by multiple resource servers in order to ensure that access to resources stored on those resource servers is limited to access to which the resource owner consents. Each resource server registers, with the OAuth authorization server, metadata for that resource server, indicating scopes that are recognized by the resource server. The OAuth authorization server refers to this metadata when requesting consent from a resource owner on behalf of a client application, so that the consent will be of an appropriate scope. The OAuth authorization server refers to this metadata when constructing an access token to provide to the client application for use in accessing the resources on the resource server. The OAuth authorization server uses this metadata to map issued access tokens to the scopes to which those access tokens grant access.