Abstract: Systems and methods for integrating bipedalism augmentation components are provided. A system can receive a request to modify a footwear, comprising a sole formed of an insole and an outsole. The system can select a footplate based on a size of the footwear. The footplate can include a first portion extending along at least a first portion of the sole, a second portion extending along at least a second portion of the sole, wherein the first portion of the footplate has greater rigidity than the second portion, and a mounting component connected to the first portion. The system can provide an indication of the selected the footplate for insertion between the insole and the outsole such that the first portion is located proximate to a heel of the footwear and the mounting component protrudes at least partially from the sole, the mounting component configured to couple to a bracket.

Abstract: A method and an apparatus for generating a privacy-preserving behavior predictor with incentive are provided, derived from verifiable and non-verifiable attributes from a plurality of agents. The privacy-preserving behavior predictor is based on regression (e.g., ridge-regression), is ?-differentially private and the incentive in the form of payments to each agent are ?-jointly differentially private. A method and an apparatus for generating a recommendation are also provided, derived from verifiable attributes from an agent and the ?-differentially private behavior predictor with incentive.