System, methods, and other embodiments described herein relate to improving prediction models by compressing and sharing encoded data for partial scene representations about target vehicles. In one embodiment, a method includes receiving, by a subject vehicle, packets with compressed partial representations of a latent space associated with different views of target vehicles. The method also includes generating an attention vector about the different views by aggregating the packets for the target vehicles. The method also includes computing, by a prediction model, an addition vector that optimizes data decoding by the prediction model using acquired data from the attention vector. The method also includes training the prediction model using the addition vector to reduce data representations and adapt data compression associated with the latent space.
SYSTEMS AND METHODS FOR ADAPTING PREDICTION MODELS BY COMPRESSING ENCODED DATA
2024-06-20
Patent
Elektronische Ressource
Englisch
IPC: | H03M Codieren, Decodieren oder Codeumsetzung allgemein , CODING, DECODING OR CODE CONVERSION, IN GENERAL / G06N COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS , Rechnersysteme, basierend auf spezifischen Rechenmodellen / G08G Anlagen zur Steuerung, Regelung oder Überwachung des Verkehrs , TRAFFIC CONTROL SYSTEMS |
NTRS | 1981
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