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Eriq Augustine

2 accepted papers

2023

NeuPSL: Neural Probabilistic Soft Logic

IJCAI 2023poster

In this paper, we introduce Neural Probabilistic Soft Logic (NeuPSL), a novel neuro-symbolic (NeSy) framework that unites state-of-the-art symbolic reasoning with the low-level perception of deep neural networks. To model the boundary between neural and symbolic representations, we propose a family…

2021

Context-Aware Online Collective Inference for Templated Graphical Models

ICML 2021spotlight

In this work, we examine online collective inference, the problem of maintaining and performing inference over a sequence of evolving graphical models. We utilize templated graphical models (TGM), a general class of graphical models expressed via templates and instantiated with data. A key challenge…