PATENT CLAIM ANALYSIS

Application Number: 16403343
Application Type: Utility
Filing Date: 2019-05
Publication Date: 2019-08
Patent Classification: ["382", "153000"]

Abstract:
Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for training a reinforcement learning system. In one aspect, a method of training an action selection policy neural network for use in selecting actions to be performed by an agent navigating through an environment to accomplish one or more goals comprises: receiving an observation image characterizing a current state of the environment; processing, using the action selection policy neural network, an input comprising the observation image to generate an action selection output; processing, using a geometry-prediction neural network, an intermediate output generated by the action selection policy neural network to predict a value of a feature of a geometry of the environment when in the current state; and backpropagating a gradient of a geometry-based auxiliary loss into the action selection policy neural network to determine a geometry-based auxiliary update for current values of the network parameters.

Claim (Index 20):
The non-transitory computer storage media of  claim 19 , wherein the intermediate output comprises the encoded representation.

Metadata:
- Claim Count in Document: 50.0
- Percentile: 100.0
- Lexical Diversity: 2.05
- Patent Class: 382.0
- Transitional Phrase Type: none
- Component Type: 0
- Foreign Priority: False
- Related Applications: ['16380125', '15977923', '15977913', '15349900', '15977891']

Analysis Scores:
- 35 USC 101 Eligibility (BERT): 0.3538347895758037
- 35 USC 102 Novelty (BERT): 0.5072192577812783
- Combined Prediction Score: 0.3691732363963512
- Mean Citation Score: 223.102688
- Max Citation Score: 234.53249
- Similarity Product: 144.1563202019441

Labels:
- Claim Label 101: 1
- Claim Label 102: 1
- Claim Label 103: 0
- Claim Label 112: 1
- Combined Label: 1
- Label 101 Adjusted: 1

Dataset: test