PATENT CLAIM ANALYSIS

Application Number: 16012691
Application Type: Utility
Filing Date: 2018-06
Publication Date: 2018-12
Patent Classification: ["375", "267000"]

Abstract:
Methods, systems, and apparatus, including computer programs encoded on computer storage media, for training and deploying machine-learned communication over multi-input-multi-output (MIMO) channels. One of the methods includes: determining a transmitter and a receiver, at least one of which implements a machine-learning network; determining a MIMO channel model; determining first information; using the transmitter to process the first information and generate first RF signals representing inputs to the MIMO channel model; determining second RF signals representing outputs of the MIMO channel model, each second RF signal representing aggregated reception of the first RF signals altered by transmission through the MIMO channel model; using the receiver to process the second RF signals and generate second information as a reconstruction of the first information; calculating a measure of distance between the second and first information; and updating the machine-learning network based on the measure of distance between the second and first information.

Claim (Index 17):
The system of  claim 16 ,\n wherein using the transmitter to process the first information and generate the plurality of first RF signals comprises:\n determining, from the first information, a plurality of first information portions; and \n generating, based at least in part on the plurality of first information portions, the plurality of first RF signals with each first RF signal corresponding to a respective one of the plurality of first information portions, and \n wherein using the receiver to process the plurality of second RF signals and generate the second information as the reconstruction of the first information comprises:\n determining, from the plurality of second RF signals, a plurality of second information portions with each second information portion corresponding to a respective one of the plurality of second RF signals; and \n generating, from the plurality of second information portions, the second information.

Metadata:
- Claim Count in Document: 50.0
- Percentile: 94.0
- Lexical Diversity: 2.31944
- Patent Class: 375.0
- Transitional Phrase Type: none
- Component Type: 0
- Foreign Priority: False
- Related Applications: ['15970324', '15961454', '15961465', '13953355', '15978920']

Analysis Scores:
- 35 USC 101 Eligibility (BERT): 0.5328349935876038
- 35 USC 102 Novelty (BERT): 0.5257704791268669
- Combined Prediction Score: 0.53212854214153
- Mean Citation Score: 281.051018
- Max Citation Score: 343.46152
- Similarity Product: 262.6254721382046

Labels:
- Claim Label 101: 1
- Claim Label 102: 1
- Claim Label 103: 1
- Claim Label 112: 1
- Combined Label: 1
- Label 101 Adjusted: 1

Dataset: test