Work

Abduction of Domain Relationships from Data for VQA

Year: 2025

Type: article

Abstract: In this paper, we study the problem of visual question answering (VQA) where the image and query are represented by ASP programs that lack domain data. We provide an approach that is orthogonal and complementary to existing knowledge augmentation techniques where we abduce domain relationships of image constructs from past examples. After framing the abduction problem, we provide a baseline approach, and an implementation that significantly improves the accuracy of query answering yet requires few examples.

Source: Electronic Proceedings in Theoretical Computer Science

DOI: 10.4204/eptcs.416.15

Authors: Al Mehdi Saadat Chowdhury, Paulo Shakarian, Gerardo I. Simari

Language: English

Topic: Logic, Reasoning, and Knowledge

Subfield: Artificial Intelligence

Field: Computer Science

Domain: Physical Sciences

Open Access status: diamond

Funder: Army Research Office

Award: G7452299184

OpenAlex ID: W4407349583

FWCI: 0.412

Cites: 7

Cited by: 1

Related to: 10