Abstract: Techniques are disclosed relating to database schemas. A computer system may receive a metadata document that describes an updated schema for a database that stores a plurality of records. The computer system may instantiate a set of processes to perform an upgrade routine to upgrade ones of the plurality of records to comply with the updated schema. While the set of processes are upgrading the records, the computer system may receive a request to perform an operation on one of the plurality of records. The computer system may detect that the record corresponds to an earlier schema version than a version of the updated schema of the metadata document and may upgrade the record to comply with that updated schema. After upgrading the record, the computer system may perform the requested operation on the record.

Abstract: A method includes displaying a message within an interface of a group-based communication platform on a device associated with a user; receiving, from the user, a selection of a first reactive emoji having a first skin tone for display in association with the message; and in response, displaying a first instance of the selected first reactive emoji having the first skin tone in a first grouping with at least a second instance of the first reactive emoji having a second skin tone different than the first skin tone, wherein the first grouping of the first instance and the at least the second instance is displayed in association with the message.

Abstract: Method, apparatus and computer program product for multi-device user authentication are described herein. For example, the apparatus includes at least one processor and at least one non-transitory memory including program code.

Abstract: Techniques are disclosed that relate to manipulating a chain of database objects without locking the chain. A computer system may maintain a chain that orders a set of database objects stored in a cache of the computer system. The computer system may receive a set of requests to perform database transactions. Based on those received set of requests, the computer system may determine to perform a plurality of chain operations that involve modifying the chain. The computer system may perform two or more of the plurality of chain operations at least partially in parallel using a set of atomic operations without acquiring a lock on the chain.

Abstract: Techniques described herein are used to support cross-platform data sharing, access, and management between a communication process flow management platform and a communication platform. Specifically, techniques described herein support a communication process flow management platform detecting an event associated with a communication process flow that control electronic communications between a tenant and a set of users. The platform may generate a data object corresponding to the event. The data object may include metadata associated with the event. The platform may transmit, to a communication platform, a request that includes the data object. The request may be configured to cause an entry associated with the event to be posted into the communication platform.

Abstract: A method and system for expressive conversion of more expressive metadata to less expressive metadata while maintaining lossless conversion including receiving a request for a second system metadata, retrieving a first system metadata, generating the second system metadata in response to the request for the second system metadata and the first system metadata wherein the second system metadata includes a first subset of the first system metadata, generating a site metadata mapping in response to the second system metadata and the first system metadata wherein the site metadata mapping includes a second subset of the first system metadata not included in the second subset of the first system metadata, storing the site metadata mapping in a memory, and transmitting the second system metadata to a client application.

Abstract: Techniques are disclosed relating to database query optimizers. In some embodiments, a query parser of a database system receives a query requesting data from a multi-tenant database. The query includes a first constraint that restricts a query optimizer's selection of a set of execution plans available to implement the query. The database system determines whether an override has been specified for a particular tenant associated with the received query, the override indicating that the first constraint is to be replaced with a second constraint for the particular tenant. In response to determining that the override has been specified for the particular tenant, the database system replaces the first constraint in the query with the second constraint and provides the query with the second constraint to the query optimizer for selection of an execution plan in accordance with the second constraint.

Abstract: Embodiments described herein provide natural language processing (NLP) systems and methods that utilize energy-based models (EBMs) to compute an exponentially-weighted energy-like term in the loss function to train an NLP classifier. Specifically, noise contrastive estimation (NCE) procedures are applied together with the EBM-based loss objectives for training the NLPs.

Abstract: Embodiments described herein provide a flexible controllable summarization system that allows users to control the generation of summaries without manually editing or writing the summary, e.g., without the user actually adding or deleting certain information under various granularity. Specifically, the summarization system performs controllable summarization through keywords manipulation. A neural network model is learned to generate summaries conditioned on both the keywords and source document so that at test time a user can interact with the neural network model through a keyword interface, potentially enabling multi-factor control.

Abstract: Methods, media, and systems for facilitating inter-application communications between a web platform and a remote application computing device are disclosed such that a link protocol agent associated with the web platform processes an authentication request based on which a temporary connection resource locator is provided. A connection is then established at the resource locator and maintained for a period of time. Payloads and acknowledgements are exchanged in the established connection. The connection is capable of being established across a firewall.

Abstract: System and methods are described for generating training data for a natural language search system, the training data including synthetic user queries and associated structured query language (SQL) statements. A method includes generating an abstract query representation from a probabilistic context-free grammar (PCFG), selecting a sample record from a database using the abstract query representation, generating a tagged user query from the abstract query representation and the sample record, and generating the one or more SQL statements from the tagged user query and one or more SQL templates.

Abstract: Disclosed are methods, apparatus, systems, and computer readable storage media for interacting with components across different domains in a single user interface in an online social network. The user interface includes a first component and a second component, where the first component exposes content from a first database system at a first network domain and the second component exposes content from a second database system at a second network domain. A first interaction with the first component is received at a computing device, followed by a reference being provided in the second component, where the reference includes information related to the first interaction. A second interaction with the second component regarding the reference can be received at the computing device. Interactions between the components hosted on different database systems can occur through an application programming interface (API).

Abstract: System and methods are described for performing sequences of computations in an infrastructure-agnostic manner. In one implementation, a method comprises: receiving a dispatch request for executing a user-defined pipeline; computing a performance metric based on the dispatch request; and determining, based at least partially on the performance metric, whether to execute the user-defined pipeline locally by the pipeline engine or transmit the dispatch request back to the network adapter.

Abstract: Methods, systems, and devices for distributed hyperparameter tuning and load balancing are described. A device (e.g., an application server) may generate a first set of combinations of hyperparameter values associated with training a mathematical model. The mathematical model may include a machine learning model, an optimization model, or any combination. The device may identify a subset of combinations from the first set of combinations that are associated with a computational runtime that exceeds a first threshold and may distribute the subset of combinations across a set of machines. The device may then test each of the first set of combinations in a parallel processing operation to generate a first set of validation error values and may test a second set of combinations of hyperparameter values using an objective function that is based on the first set of validation error values.

Abstract: A method for sequence-to-sequence prediction using a neural network model includes generating an encoded representation based on an input sequence using an encoder of the neural network model and predicting an output sequence based on the encoded representation using a decoder of the neural network model. The neural network model includes a plurality of model parameters learned according to a machine learning process. At least one of the encoder or the decoder includes a branched attention layer. Each branch of the branched attention layer includes an interdependent scaling node configured to scale an intermediate representation of the branch by a learned scaling parameter. The learned scaling parameter depends on one or more other learned scaling parameters of one or more other interdependent scaling nodes of one or more other branches of the branched attention layer.

Abstract: Techniques for providing a suggested message to a user of a communication platform are described herein. The communication platform can receive a request, from a first user, to suggest a message (e.g., suggested message) to a second user with whom the first user is connected via the communication platform. The request can include contents of the suggested message and a user identifier associated with the second user. In some examples, the request can additionally include a suggested virtual space via which the suggested message is to be published, a suggested time for delivery, and/or the like. The communication platform can cause a presentation of the suggested message to the second user, such as via a user interface. In response to receiving an approval of the suggested message via the user interface, the communication platform can cause a publication thereof in association with a user account of the second user.

Abstract: Techniques and structures to facilitate anomaly detection, including receiving performance metric data at a database system having a plurality of data point values, processing the plurality of data point values via an optimized Extreme Studentized Deviate (ESD) test to detect one or more anomalous data point values within the plurality of data point values, including storing a first set of values representing the largest values of the plurality of data point values and a second set of values representing the smallest values of the plurality of data point values, receiving a first of the plurality of data point values, determining whether the first data point value is to be included in the first set of values or the second set of values and determining that the first data point value is not an anomalous data point value upon a determination that the first data point value is not to be inserted into the first set of values or the second set of values and generating an incident alert upon a detection of one or m

Abstract: Techniques for performing dynamic profile reconciliation in a communication system. A server computing system may identify two or more user profiles corresponding to a same user that is associated with the communication system. The server computing system may integrate historical data associated with the two or more user profiles into a single user profile (e.g., a destination user profile). The historical data may include messages sent and/or received via the two or more user profiles, files associated with the messages, metadata corresponding to each message, and the like. Responsive to combining the two or more user profiles into the single user profile, the server computing system may delete at least one of the two or more user profiles, storing the combined data in association with the single user profile.

Abstract: Embodiments described herein provides a training mechanism that transfers the knowledge from a trained BERT model into a much smaller model to approximate the behavior of BERT. Specifically, the BERT model may be treated as a teacher model, and a much smaller student model may be trained using the same inputs to the teacher model and the output from the teacher model. In this way, the student model can be trained within a much shorter time than the BERT teacher model, but with comparable performance with BERT.

Abstract: A user device (e.g., a computing device, a smart device, a mobile device, a laptop, a tablet, a set-top box, a display device, etc.) may generate and/or display a scrollable user interface (e.g., a configuration form/interface, a web form, a web page, an application page, a data form, etc.) that includes data fields. A data reflection element for a data field that is displayed based on proximity of an interactive element to the data field may be generated. Based on an interaction with the data reflection element via the interactive element, data input to the data field may be displayed in a field of a data reflection window of the scrollable user interface. An indication element that indicates correspondence between the data field and the field of the data reflection window may also be displayed.

Abstract: Disclosed herein are system, method, and computer program product embodiments for a query processing system. An embodiment operates by receiving a query associated with a table. An ordered index with entries that include key values that uniquely identifies a corresponding record in the table is determined. A last key value is initialized to store a minimum value for a data type of the key value. The query is executed as a union-all of a plurality of queries. While a count of selected records is less than or equal to a threshold quantity and at least one entry remains in the ordered index, an ordered next entry with a key value subsequent to the last key value in the index is identified, the corresponding record is selected from the table, the last key value is updated, the query is executed, and the count is incremented.

Abstract: Multi-workspace shared communication channels described. A communication channel of a group-based communication platform can be associated with multiple group identifiers to associate the communication channel with at least two workspaces, wherein a first group identifier corresponds to a first workspace within which a first group communicates and a second group identifier corresponds to a second workspace within which a second group. The communication channel can be associated with multiple organization identifiers to associate the communication channel with at least two organizations, wherein a first organization identifier corresponds to a first organization and a second organization identifier corresponds to a second organization.

Abstract: Embodiments described herein provide safe policy improvement (SPI) in a batch reinforcement learning framework for a task-oriented dialogue. Specifically, a batch reinforcement learning framework for dialogue policy learning is provided, which improves the performance of the dialogue and learns to shape a reward that reasons the invention behind human response rather than just imitating the human demonstration.

Abstract: Systems, methods, and devices facilitate synchronization of content between instances of data records. Servers may be configured to generate a data record comprising a dynamic synchronization data object, receive an input associated with the data record, and determine a plurality of synchronization parameters including a plurality of expansion parameters and a plurality of permission parameters associated with the dynamic synchronization data object. The servers may be configured to determine a plurality of update parameters based on the synchronization parameters, the update parameters identifying if a modification included in the input should be applied to contents of the dynamic synchronization data object. The servers may also be configured to update the data record and the contents of the dynamic synchronization data object based, at least in part, on the determined update parameters, the updating including pushing the updated contents to at least one of the plurality of target data records.

Abstract: A system and apparatus for enhancing the functionality and utility of an authentication process for web applications is disclosed.

Abstract: Provided is a group-based communication interface configured to allow users of the interface to communicate within group-based communication channels and across group-based communication channels to provide relevant information to other users efficiently and effectively. Group-based messaging communications across the plurality of group-based communication channels can be channeled to specific receiver channels providing relevant information to users of the group-based communication interface thereby increasing the efficiency and effectiveness of group-based messaging communications and the lifetime of the system.

Abstract: A request to contact a service provider may be received from a client machine. The request may be associated with an identity claim and including a service identifier. The identity claim may be validated via a distributed identity service that includes a plurality of identity nodes in communication via a network. Validating the identity claim may include determining a designated network identifier associated with a distributed identity account shared among the plurality of identity nodes. A service query that includes the service identifier and the designated network identifier may be sent to a plurality of customer relations management services. A communication session may be established between a service provider remote computing system and the client machine. The service provider may store customer relations management information at a designated one of the plurality of customer relations management services.

Abstract: A method for deep reinforcement learning using a neural network model includes receiving a distribution including a plurality of related tasks. Parameters for the reinforcement learning neural network model is trained based on gradient estimation associated with the parameters using samples associated with the plurality of related tasks. Control variates are incorporated into the gradient estimation by automatic differentiation.

Abstract: Disclosed are some implementations of systems, apparatus, methods and computer program products for providing contextually relevant recommendations based on a context of the user. The context of the user may be determined according to a set of privacy settings of the user, where the set of privacy settings indicates contextual features for which values are permitted to be accessed by a recommendation system. The contextual features may include user-related features and/or tenant features pertaining to a tenant of a multi-tenant database.

Abstract: This disclosure describes a group-based communication system comprising a group-based communication server and a group-based communication repository. The group-based communication server manages access control parameter discrepancies between a group-based communication channel and a requested resource that is disposed in communication with the group-based communication channel.

Abstract: Embodiments described herein include apparatuses, computer program products, and methods for data management in a group-based communication system. Specifically, some embodiments address data management for group-based communication channel(s) accessible to any number of entities based on various data retention policies. In this regard, embodiments enable maintenance of data associated with multiple organizations accessing a group-based communication channel based on a single, shared data retention policy, or different data retention policies, for example based on authorship of the group-based communication message. In embodiments, a data retention policy may be assigned directly to an entity, or assigned to a higher-level or lower-level entity and function as a default data a retention policy for other entities associated therewith.

Abstract: Techniques disclosed herein relate to managing notifications to a user associated with a computing device. The notifications correspond to a response to an indication of an exception condition on the computing device. The response to the exception condition includes a plurality of steps, including computer-implemented steps in which data objects output a plurality of notifications for the user. These notifications are processed by a notification choreographer and used to prepare a unified status communication. The unified status communication is output to the user and depicts information corresponding to a plurality of the notifications.

Abstract: A system uses a neural network based model to perform scene text recognition. The system achieves high accuracy of prediction of text from scenes based on a neural network architecture that uses double attention mechanism. The neural network based model includes a convolutional neural network component that outputs a set of visual features and an attention extractor neural network component that determines attention scores based on the visual features. The visual features and the attention scores are combined to generate mixed features that are provided as input to a character recognizer component that determines a second attention score and recognizes the characters based on the second attention score. The system trains the neural network based model by adjusting the neural network parameters to minimize a multi-class gradient harmonizing mechanism (GHM) loss. The multi-class GHM loss varies based on a level of difficulty of the sample.

Abstract: Disclosed are some implementations of systems, apparatus, methods and computer program products for executing process flows. A request to initiate execution of a flow is processed, where the request is received from a first user. The flow includes a plurality of flow elements, where each of the flow elements represents a corresponding set of computer-readable instructions. Execution of the flow is initiated and an operation mode assigned to one of the flow elements is determined. A set of computer-readable instructions corresponding to the flow element is executed according to the operation mode such that an identity of the first user is recorded in association with an operation on a database record, wherein permissions allocated in a user profile to the first user do not provide the first user permission to cause the operation on the database record.

Abstract: Disclosed herein are system, method, and computer program product embodiments for self-paced migration of an application programming language (API) gateway. An embodiment operates by applying a policy chain comprising a first set of policies to an API request received at a first API gateway. The embodiment forwards the API request to a second API gateway and applies, at the second gateway, a virtual policy chain comprising a second set of policies to the API request. The embodiment then forwards the API request to the first API gateway and routes the API request to a corresponding backend API.

Abstract: Techniques are disclosed that pertain to deploying immutable instances of a system. A computer system may maintain an active generation value that indicates an immutable instance of a database system that is permitted to write data to a database. The computer system may deploy a first immutable instance of the database system and update the active generation value to permit the first immutable instance to write data to the database. The computer system may receive a request to deploy a second immutable instance of the database system that includes an update not found in the first immutable instance. The computer system may deploy the second immutable instance and update the active generation value to cause the first immutable instance to cease writing data to the database and to permit the second immutable instance to write data to the database.

Abstract: Systems, devices, and techniques are disclosed selective synchronization of linked records. A criteria may be received for a primary database that includes records. Records of the primary database may be linked to records of a first instance database. The criteria may include an inclusion of an expression or value in a specified field of a record. Records of the primary database may be determined to meet the criteria by determining that the records of the primary database include the expression or value of the criteria in the specified field. Records of the primary database that meet the criteria may be synchronized with the first instance database. The synchronization of records of the primary database that do not meet the criteria may be prevented.

Abstract: Systems and methods may include identifying, by a server computing system, data related to treatment needs of a plurality of patients associated with a plurality of healthcare providers, the data related to the treatment needs of the plurality of patients associated with cancelled health-related appointments because of a shared-health event; determining, by the server computing system, data related to a treatment specialty associated with each of the plurality of patients based on the data related to the treatment needs of each of the plurality of patients; determining, by the server computing system, data related to a treatment specialty associated with each of the plurality of healthcare providers; and matching, by the server computing system, at least one patient from the plurality of patients with at least one healthcare provider from the plurality of the healthcare providers based on data related to the treatment specialty associated with the patient being similar to data related to a treatment specialty

Abstract: A method of an automatic support service that includes receiving a request for additional assistance for an error from a user interface, retrieving error information from a logging system for the error, generating an error information collection interface, in response to the request, populating the error information collection interface with the error information from the logging system, sending the error information collection interface to be displayed to the user by the user interface, and receiving additional error information from the user via the error information collection interface.

Abstract: Methods, computer readable media, and devices for exceeding the limits of visual-linguistic multi-task learning are disclosed. One method may include identifying a multi-modal multi-task classification dataset including a plurality of data examples, creating a transformer machine learning model to predict a plurality of categorical attributes of a product, and training the transformer machine learning model based on the multi-modal multi-task classification dataset using an alpha decay schedule and dynamically allocating task-specific parameters for at least one of the plurality of task-specific classification heads based on task complexity.

Abstract: Techniques for identifying mention identifiers within a message using a mentions processor are discussed herein. In some examples, a communication platform maintains a mentions processor configured to receive a message including a mention identifier, analyze the message to determine a type of the mention identifier included in the message, identify a second user account or a virtual space referenced by the mention identifier, determine whether a notification should be sent to the second user account or the virtual space, and, upon determining that the notification should be sent, send the notification associated with the message to the second user profile or the virtual space. In some examples, an observability class associated with the mentions processor allows the use of a mentions lookup tool to view one or more stored mention identifiers associated with the message and one or more stored notifications enqueued for the message.

Abstract: A system, method and apparatus for providing for searching of relational data via a mobile communications device are provided. Information identifying searchable tables containing fields is received using a metadata application program interface (API). The metadata API provides information about a schema of the fields and a relationship of at least one of the fields to its corresponding object. Information for generating a view of relational data is provided to the mobile communications device. The view is based on at least one of the fields of at least one of the searchable tables, and the relationship between the at least one of the fields and its corresponding object. A set of user inputs is received based on the relationship presented in the view. A query definition corresponding to the set of user inputs for searching the relational data in accordance with the set of user inputs is created and stored.

Abstract: An extensible platform-as-a-service (PaaS) system is used during the software development lifecycle (SDLC) processes of an application. The system, according to various embodiments, receives indications that changes are made to one or more templates or software bundles stored in a software library and coordinates how changes to a particular template will be applied to applications for an enterprise system. Specifically, the system may identify applications that are using the template and determine an ordering for a plurality of application groups that indicates a sequence in which the updates will be applied to the applications. In this manner, template updates can be automatically and systematically deployed to applications without significant involvement by users of the PaaS system.

Abstract: Embodiments described herein provide a workflow visualization tracking tool based on text mining on a conversation channel. Specifically, a communication interface receives a plurality of user activity items that are related to a shared work item among the plurality of tenants. A first sequence of status indicators representing a workflow progress of the shared work item over a plurality of time instances may be generated from the plurality of user activity items. A first subset of the plurality of user activity items are determined, which are related to at least one sub-item reflected in the first sequence of status indicators. A second sequence of status indicators representing a second workflow progress of the at least one sub-item over the plurality of time instances may be generated from the first subset of the user activity items. The first sequence of status indicators and the second sequence of status indicators may be presented in a visualization structure via a user interface.

Abstract: Disclosed are some implementations of systems, apparatus, methods and computer program products for executing process flows. A package including flow permission metadata indicating a set of flow permissions associated with a set of flows is obtained. Upon receiving a request to initiate execution of a flow in the set of flows, the flow permission metadata is accessed. The flow includes a plurality of flow elements, where each of the flow elements represents a corresponding set of computer-readable instructions. Based upon the set of flow permissions of the flow permission metadata, it is determined whether the user is permitted to execute the flow. Execution of the flow is initiated upon determining that the user is permitted to execute the flow. During execution of the flow, flow performance data such as an identification of paths of the flow that have been traversed may be obtained, where each of the paths corresponds to one or more of the flow elements.

Abstract: Methods, systems, and devices for displaying a user interface for frequent pattern (FP) analysis are described. In some cases, data stored at a multi-tenant database server may be analyzed to understand various interactions and patterns between data attributes associated with multiple users, or determine one or more attributes associated with a characterization of an individual (e.g., a persona). The multi-tenant database server may effectively cluster and/or perform calculations on attributes of the data to understand user patterns and determine common personas. The results may then be displayed by a user interface at a user device (e.g., associated with the user).

Abstract: A method by one or more computing devices implementing a data insights sharing service to allow a first user of the data insights sharing service to share data insights with other users of the data insights sharing service. The method includes storing metadata describing one or more data insights, where the one or more data insights were generated based on analyzing a dataset of the first user, responsive to receiving a request from a second user to access the one or more data insights, generating the one or more data insights based on the metadata describing the one or more data insights without accessing the dataset, and providing the one or more data insights to the second user via a graphical user interface (GUI) of the data insights sharing service.

Abstract: Embodiments of the present disclosure relate to managing admin-controlled access of external resources to group-based communication interfaces associated with an organization, via a group-based communication system including APIs for improved external resource permissioning, provisioning, and access handling. Embodiments include methods, computer program products, apparatuses, and systems configured to receive an external resource access request, determine an organization identifier, obtain an admin response indication, set an external resource permission status for the external resource based on the admin response indication, and cause rendering of the requested group-based communication interface based on the admin response indication. Embodiments further relate to provisioning and handling requests for services associated with an external resource by managing one or more single-interface access tokens linked to a multi-interface access token.

Abstract: Approaches, techniques, and mechanisms are disclosed for flexible and dynamic modification of elements within textual content to provide an enhanced interface for development or other activities with respect to those elements. In an embodiment, the elements may be augmented with links by which users may quickly access associated items in development tools or other resources. For example, in an embodiment, the elements may be specific lines or blocks of code mentioned in a stack trace or error message. The elements may be transformed into links that, for instance, open the file containing the mentioned line or block of code, and optionally scroll specifically to the mentioned line or block of code. In an embodiment, the elements are specific passages within web pages that match trigger conditions specified by rules encapsulated in a user-customizable client-side plug-in, extensions, or bookmarklet. Proxy-based or server-based implementations may also be used.