Search Results for author: Scott Grigsby

Found 4 papers, 2 papers with code

Semantic Novelty Detection and Characterization in Factual Text Involving Named Entities

1 code implementation31 Oct 2022 Nianzu Ma, Sahisnu Mazumder, Alexander Politowicz, Bing Liu, Eric Robertson, Scott Grigsby

Much of the existing work on text novelty detection has been studied at the topic level, i. e., identifying whether the topic of a document or a sentence is novel or not.

Novelty Detection

AI Autonomy : Self-Initiated Open-World Continual Learning and Adaptation

no code implementations17 Mar 2022 Bing Liu, Sahisnu Mazumder, Eric Robertson, Scott Grigsby

As more and more AI agents are used in practice, it is time to think about how to make these agents fully autonomous so that they can (1) learn by themselves continually in a self-motivated and self-initiated manner rather than being retrained offline periodically on the initiation of human engineers and (2) accommodate or adapt to unexpected or novel circumstances.

Continual Learning

Self-Initiated Open World Learning for Autonomous AI Agents

no code implementations21 Oct 2021 Bing Liu, Eric Robertson, Scott Grigsby, Sahisnu Mazumder

As more and more AI agents are used in practice, it is time to think about how to make these agents fully autonomous so that they can learn by themselves in a self-motivated and self-supervised manner rather than being retrained periodically on the initiation of human engineers using expanded training data.

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