Abstract: Imatinib is approved and marketed in solid oral dosage forms which may be dispersed in water or apple juice for patients having swallowing difficulty. Dispersion of Imatinib solid dosage forms in apple juice may increase palatability and patient compliance but apple juice may not be available all the time for administration. Further, dispersion of Imatinib solid oral dosage forms may not administer correct and consistent dose of medicine every time. The present invention therefore provides liquid dosage forms of Imatinib which correctly and consistently administers correct dose of drug to the patients.

Abstract: Disclosed herein are pharmaceutical compositions in the form of a suspension for oral delivery. Some embodiments provide a pharmaceutical composition in the form of a suspension for oral delivery comprising an active pharmaceutical ingredient; water; a suspending agent; a buffering agent; and one or more of a wetting agent and a binder/filler. In some embodiments, the active pharmaceutical ingredient is selected from quetiapine, sildenafil, tadalafil, cinacalcet, ticagrelor, mycophenolate, aprepitant, zonisamide, and primidone.

Abstract: Methods, systems, and computer program products for providing the status of model extraction in the presence of colluding users are provided herein. A computer-implemented method includes generating, for each of multiple users, a summary of user input to a machine learning model; comparing the generated summaries to boundaries of multiple feature classes within an input space of the machine learning model; computing correspondence metrics based at least in part on the comparisons; identifying, based at least in part on the computed metrics, one or more of the multiple users as candidates for extracting portions of the machine learning model in an adversarial manner; and generating and outputting an alert, based on the identified users, to an entity related to the machine learning model.

Abstract: The present invention provides pharmaceutical composition of immunosuppressive agent in oral suspension dosage form. The oral suspension composition comprises of immunosuppressive agent with other pharmaceutical excipients such as vehicle, suspending agent, solvent or cosolvent, preservative, sweetener, antifoaming agent, wetting agent, buffering agent and flavouring agent. The present invention oral suspension having improved stability, palatability with high dose of active ingredient. The present invention provides oral suspension with flavor that has masked bitter taste of the drug and eliminates difficulty of administration. Further, the present invention also provides a convenient, easy process for preparation thereof.

Abstract: A method, computer program, and computer system are provided for online fairness monitoring. A dataset having one or more entries with one or more protected attributes and data corresponding to a trained machine learning model is received. An entry having a maximum reward is selected based on a reward probability associated with the entry. A determination is made as to whether bias has developed in the trained machine learning model toward one or more of the one or more protected attributes based on a change to the reward probability or a distribution of reward probabilities exceeding a threshold value.

Abstract: Disclosed in certain embodiments are processes for heavy hydrocarbon removal that implement a regeneration loop to reduce an amount of liquid hydrocarbons exposed by the separator to the regeneration stream over one or more durations for which an average C5+ hydrocarbon content of the regeneration stream is reduced or minimal.

Abstract: Disclosed in certain embodiments are methods of removing water from a gas feed stream comprising mercaptans and water during an adsorption step of an adsorption cycle.

Abstract: Implementations of the present disclosure include generating, by a design generation assistant, a design image representing a design subject, the design subject having one or more regulations applicable thereto, querying, by a regulation assistant, an answer extractor to provide a query result based on a query, the answer extractor including at least one deep learning model that processes the query to provide the query result, the query being descriptive of at least a portion of the design subject, the query result being representative of at least one regulation applicable to the design subject, and displaying, within a graphical user interface (GUI), the query result.

Abstract: A call center system for reducing communication latency includes an input/output (I/O) interface for receiving one or more queries from a customer terminal; a processor in communication with the I/O interface; and non-transitory computer readable media in communication with the processor that stores instruction code. The instruction code is executed by the processor and causes the processor to route the one or more queries to a plurality of artificial intelligent (AI) logic modules and receive, from one or more of the AI logic modules, information that facilitates providing, by a call center agent, responses to the one or more queries. The processor also routes actual responses to the one or more queries made by the call center agent to the AI logic modules; and receives from at least one AI logic module one or more scores associated with one or more metrics that rate different aspects if the actual responses.

Abstract: The global proliferation of high speed communication networks has created unprecedented opportunities for geographically distributed resource interaction. However, while the opportunities exist and continue to grow, the realization of those opportunities has fallen behind. A resource virtualization system solves the enormous technical challenges of finding and evaluating resources to assign to complex projects.

Abstract: Implementations of the present disclosure include receiving a content image depicting a first set of objects and a style image depicting a second set of objects and a collective style, processing, by the design generation assistant, the content image using one or more ML models to determine a first sub-set of objects, to which a style is to be transferred from the style image, the first sub-set of objects including fewer objects than the first set of objects, processing, by the design generation assistant, the style image using the ML models to determine a second sub-set of objects, from which the style is to be transferred, and generating, by the design generation assistant, an output image with stylized objects, each stylized object including an object in the first sub-set of objects having the style of the one or more objects in the second sub-set of objects.

Abstract: A method and computer architecture for securely sharing information with an arbitrary set of users in end-to-end fashion. A secure data sharing system includes clients and servers. Client programs running on specific client computers encrypt plaintext data and cryptographically bind the decryption of the encryption key to policy information that contains rules about a permitted decryption operation access. Other clients decrypt the encrypted data shared by the original client by proving to the server their identity and in return receiving cryptographic material.

Abstract: The global proliferation of high speed communication networks has created unprecedented opportunities for geographically distributed resource interaction. However, while the opportunities exist and continue to grow, the realization of those opportunities has fallen behind. A dynamic process execution architecture solves the enormous technical challenges of providing effective and efficient process execution environments for geographically distributed resources to execute a complex project.

Abstract: Methods, systems, and apparatus for performing virtual reality simulations using virtual reality systems. In some aspects a method includes the actions of logging user actions in a virtual reality system, wherein the user actions include one or more of (i) a path traveled by user in the virtual reality system, or (ii) user interactions with objects in the virtual reality system; aggregating logged action over a first user and a second user; and deriving modifications to the virtual reality system based at least in part on the aggregated logged actions. The modifications to the VR system can include modifying at least one of (i) appearance of objects shown in the VR system, (ii) floor plan of the VR system, and (iii) location of objects shown in the VR system.

Abstract: A device may include one or more processors. The device may receive first data to be processed. The device may receive information identifying a plurality of tasks to be performed to process the first data. The device may determine that one or more first tasks, of the plurality of tasks, are to be performed by an automation device, and that one or more second tasks, of the plurality of tasks, are to be performed by workers. The device may provide, to the automation device and to the workers, the first data. The device may receive, from the automation device and the workers, second data. The second data may be generated based on the automation device performing the one or more first tasks and based on the workers performing the one or more second tasks.

Abstract: Provisioning remote access points for use in a telecommunication network. A remote access point contains identity information established during manufacturing; this identity information may be in the nature of a digital certificate. The identity information is stored in the remote access point, and may be stored in a Trusted Platform Module if present. When the remote access node is powered up in unprovisioned state, outside the manufacturing environment, it attempts to establish an internet connection via a first wired interface, and queries a user for information representing the TCP/IP address of its controller via a second wired interface. Once an internet connection is present, and a TCP/IP address has been provided, the remote access point attempts to connect to the controller at that address. Once a connection is established, controller and access point exchange and verify each other's identities.

Abstract: Implementations of the present disclosure include receiving a content image depicting a first set of objects and a style image depicting a second set of objects and a collective style, processing, by the design generation assistant, the content image using one or more ML models to determine a first sub-set of objects, to which a style is to be transferred from the style image, the first sub-set of objects including fewer objects than the first set of objects, processing, by the design generation assistant, the style image using the ML models to determine a second sub-set of objects, from which the style is to be transferred, and generating, by the design generation assistant, an output image with stylized objects, each stylized object including an object in the first sub-set of objects having the style of the one or more objects in the second sub-set of objects.

Abstract: Implementations of the present disclosure include generating, by a design generation assistant, a design image representing a design subject, the design subject having one or more regulations applicable thereto, querying, by a regulation assistant, an answer extractor to provide a query result based on a query, the answer extractor including at least one deep learning model that processes the query to provide the query result, the query being descriptive of at least a portion of the design subject, the query result being representative of at least one regulation applicable to the design subject, and displaying, within a graphical user interface (GUI), the query result.

Abstract: The global proliferation of high speed communication networks has created unprecedented opportunities for geographically distributed resource identification, evaluation, selection, and allocation. However, while the opportunities exist and continue to grow, the realization of those opportunities has fallen behind. A dynamic resource assessment system helps to solve the enormous technical challenges of finding the resources, evaluating the resources, and determining how to allocate the resources to achieve the highest likelihood of successfully completing the task.

Abstract: A call center system for reducing communication latency includes an input/output (I/O) interface for receiving one or more queries from a customer terminal; a processor in communication with the I/O interface; and non-transitory computer readable media in communication with the processor that stores instruction code. The instruction code is executed by the processor and causes the processor to route the one or more queries to a plurality of artificial intelligent (AI) logic modules and receive, from one or more of the AI logic modules, information that facilitates providing, by a call center agent, responses to the one or more queries. The processor also routes actual responses to the one or more queries made by the call center agent to the AI logic modules; and receives from at least one AI logic module one or more scores associated with one or more metrics that rate different aspects if the actual responses.