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ARBITRARILY LOW-LATENCY INTERFERENCE WITH COMPUTATIONALLY INTENSIVE MACHING LEARNING VIA PRE-FETCHING

发明专利审中
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25权利要求 · 2 独立
§ Ⅰ

卷宗概要

发明人

Michael Bertolli; Alicia Caputo

IPC 分类

G6N 3/96G6N 20/

CPC 分类

G6N3/96G6N20/

Methods for providing a machine learning (ML) final inference to a user, wherein an ML model and a computer-based content generation system (CGS) receives possible inputs and generates possible inferences, which are stored in association with the possible inputs to a memory so that they may be recalled based on the possible inputs. After receiving an actual input and an acceptability criterion, the CGS identifies a possible input that acceptably matches the actual input by satisfying the acceptability criterion. If a match is identified, the CGS substitutes the matching possible input in place of the actual input and outputs the possible inference corresponding to the matching possible input as the final inference to a user or to a second ML model. When a match is identified, inference is never performed on the actual input and the possible inferences are generated prior to receipt of the actual input.

原文(中文)

Methods for providing a machine learning (ML) final inference to a user, wherein an ML model and a computer-based content generation system (CGS) receives possible inputs and generates possible inferences, which are stored in association with the possible inputs to a memory so that they may be recalled based on the possible inputs. After receiving an actual input and an acceptability criterion, the CGS identifies a possible input that acceptably matches the actual input by satisfying the acceptability criterion. If a match is identified, the CGS substitutes the matching possible input in place of the actual input and outputs the possible inference corresponding to the matching possible input as the final inference to a user or to a second ML model. When a match is identified, inference is never performed on the actual input and the possible inferences are generated prior to receipt of the actual input.