Abstract: Described here are systems, devices, and methods for imaging and radiotherapy procedures. Generally, a radiotherapy system may include a radiotransparent patient platform, a radiation source coupled to a multi-leaf collimator, and a detector facing the collimator. The radiation source may be configured to emit a first beam through the collimator to provide treatment to a patient on the patient platform. A controller may be configured to control the radiotherapy system.

Abstract: Techniques are described herein that are capable of detecting an algorithmic attack against a hosted artificial intelligence (AI) system based on inputs (e.g., queries) and outputs of the hosted AI system. In a first example, a feature-based classifier model is used to generate a classification score based on features that are derived from numerical representations of the queries and the outputs, and an algorithmic attack is detected based on the classification score being greater than or equal to a score threshold. In a second example, a transformer-based model is used to generate a vector by providing a multivariate time series, which is based on attribute(s) of the inputs and attribute(s) of the outputs, as an input to the transformer-based model, and an algorithmic attack is detected based on a distance between the vector and a point corresponding to a reference vector being less than or equal to a distance threshold.

Abstract: Disclosed herein is a method of verifying the authenticity of telephone calls from a caller to a recipient, the telephone calls having a caller's telephone number and recipient's telephone number, respectively, and an accessible field within the caller ID system for receiving content. The method includes the steps of first identifying the recipient for a call to be made by the caller. A current sequence marker for the recipient is then generated. The current sequence marker represents the next sequence identifier in a sequence of telephone calls between the caller and the recipient. The current sequence marker is then inserted into the accessible field of the caller ID information for the telephone call and the call is then placed to the recipient. Potentially fraudulent telephone calls are flagged for the recipient to help prevent telephone-based phishing and other phone fraud attempts.

Abstract: Techniques are described herein that are capable of detecting an algorithmic attack against a hosted artificial intelligence (AI) system based on inputs (e.g., queries) and outputs of the hosted AI system. In a first example, a feature-based classifier model is used to generate a classification score based on features that are derived from numerical representations of the queries and the outputs, and an algorithmic attack is detected based on the classification score being greater than or equal to a score threshold. In a second example, a transformer-based model is used to generate a vector by providing a multivariate time series, which is based on attribute(s) of the inputs and attribute(s) of the outputs, as an input to the transformer-based model, and an algorithmic attack is detected based on a distance between the vector and a point corresponding to a reference vector being less than or equal to a distance threshold.

Abstract: Techniques are described herein that are capable of detecting an algorithmic attack against a hosted artificial intelligence (AI) system based on inputs (e.g., queries) and outputs of the hosted AI system. In a first example, a feature-based classifier model is used to generate a classification score based on features that are derived from numerical representations of the queries and the outputs, and an algorithmic attack is detected based on the classification score being greater than or equal to a score threshold. In a second example, a transformer-based model is used to generate a vector by providing a multivariate time series, which is based on attribute(s) of the inputs and attribute(s) of the outputs, as an input to the transformer-based model, and an algorithmic attack is detected based on a distance between the vector and a point corresponding to a reference vector being less than or equal to a distance threshold.

Abstract: Techniques are described herein that are capable of detecting an algorithmic attack against a hosted artificial intelligence (AI) system based on inputs (e.g., queries) and outputs of the hosted AI system. In a first example, a feature-based classifier model is used to generate a classification score based on features that are derived from numerical representations of the queries and the outputs, and an algorithmic attack is detected based on the classification score being greater than or equal to a score threshold. In a second example, a transformer-based model is used to generate a vector by providing a multivariate time series, which is based on attribute(s) of the inputs and attribute(s) of the outputs, as an input to the transformer-based model, and an algorithmic attack is detected based on a distance between the vector and a point corresponding to a reference vector being less than or equal to a distance threshold.

Abstract: Herein is disclosed a method of verifying the authenticity of emails sent from a first email application of a sender to a second email application of a recipient, the emails each having a sender's email address, a receiver's email address, and a user accessible field for receiving content. The content of the user accessible field is visible to the recipient upon opening an email inbox in the second email application. The method includes the steps of first identifying the receiver for an email to be sent by the sender. A current sequence marker for the receiver is then generated. The current sequence marker represents a next sequence identifier in a sequence of emails between the sender and the receiver. The current sequence marker is then inserted into the user-accessible field of the email and the email is then sent.

Abstract: Herein is disclosed a method of verifying the authenticity of emails sent from a first email application of a sender to a second email application of a recipient, the emails each having a sender's email address, a receiver's email address, and a user accessable field for receiving content. The content of the user accessible field is visible to the recipient upon opening an email inbox in the second email application. The method includes the steps of first identifying the receiver for an email to be sent by the sender. A current sequence marker for the receiver is then generated. The current sequence marker represents a next sequence identifier in a sequence of emails between the sender and the receiver. The current sequence marker is then inserted into the user-accessible field of the email and the email is then sent.

Abstract: Methods and apparatus related to generating an original message ask model that can be utilized to determine, based on an original message sent to a user, whether a commit is likely to be present in a yet to be formulated new reply message that is responsive to the original message. In some of those implementations, an indication may be provided for presentation to the user via a computing device of the user in response to determining that a commit is likely to be present in the yet to be formulated new reply message that is responsive to the original message sent to the user.

Abstract: Described here are systems, devices, and methods for imaging and radiotherapy procedures. Generally, a radiotherapy system may include a radiotransparent patient platform, a radiation source coupled to a multi-leaf collimator, and a detector facing the collimator. The radiation source may be configured to emit a first beam through the collimator to provide treatment to a patient on the patient platform. A controller may be configured to control the radiotherapy system.

Abstract: Described here are systems, devices, and methods for imaging and radiotherapy procedures. Generally, a radiotherapy system may include a radiotransparent patient platform, a radiation source coupled to a multi-leaf collimator, and a detector facing the collimator. The radiation source may be configured to emit a first beam through the collimator to provide treatment to a patient on the patient platform. A controller may be configured to control the radiotherapy system.

Abstract: The present invention is a system for controlling in order to automatically fill in web enabled forms on a target web site. The system includes a web information database file containing a plurality of records relating to a plurality of web sites, including the target web site. Each record contains a plurality of information fields including an address field having the URL of the web site and a soft coding field. The soft coding field contains the particular coding instructions required by the web browser application to log onto, navigate and populate the web enabled forms of the web site at the URL. The system also includes a web agent application, the web agent application configured to read the web information database file and search the information contained in the web information database file in response to the search parameter information.

Abstract: An accessory for a forklift allows handling of cartoned goods a whole layer at a time and part of a layer. The head has a series of closely parked suction devices which are served by a common vacuum chamber. The head is carried by the forks and vacuum is supplied by a separate unit mounted on the forklift. In a modification, the head is carried on a sub assembly which allows the head to move to one side of the forklift. An electric reach truck is modified by the addition of the vacuum lifting head to a mast-mounted pallet handling fork assembly directly beneath the head, enabling layer by layer filling of the pallet. The assembly has a swinging frame which allows the forks to swing out of register with the head to a position beside the truck where the full pallet can be exchanged for a fresh pallet.

Abstract: A vaccine affording protection against attachment of Neisseria gonorrhoeae (N.g.) to human cells, and consequent infection, is prepared from a fragment of pili protein isolated from gonococci. This fragment contains the shared antigens between pili from different N.g., in an exposed form.