A Survey of Quantum Theory Inspired Approaches to Information Retrieval
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Abstract (arXiv)
Since 2004, researchers have been using the mathematical framework of Quantum Theory (QT) in Information Retrieval (IR). QT offers a generalized probability and logic framework. Such a framework has been shown capable of unifying the representation, ranking and user cognitive aspects of IR, and helpful in developing more dynamic, adaptive and context-aware IR systems. Although Quantum-inspired IR is still a growing area, a wide array of work in different aspects of IR has been done and produced promising results. This paper presents a survey of the research done in this area, aiming to show the landscape of the field and draw a road-map of future directions.
Key facts. Cited by 9 papers in the map (data through 7 Oct 2026). First posted on arXiv 8 Jul 2020.
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Citing papers per year: 2021: 1; 2022: 1; 2023: 1; 2024: 1; 2025: 2; 2026: 3.
9 papers.
- 2022Towards Feature Selection for Ranking and Classification Exploiting Quantum Annealerscited by 11
- 2024Quantum-Brain: Quantum-Inspired Neural Network Approach to Vision-Brain Understandingcited by 7
- 2021Quantum Cognitively Motivated Decision Fusion for Video Sentiment Analysiscited by 4
- 2026Complementarity-Preserving Generative Theory for Multimodal ECG Synthesis: A Quantum-Inspired Approachcited by 2
- 2023A Survey of Quantum-Cognitively Inspired Sentiment Analysis Modelscited by 1
- 2026On the Representational Limits of Quantum-Inspired 1024-D Document Embeddings: An Experimental Evaluation Frameworkcited by 1
- 2025Q-FSRU: Quantum-Augmented Frequency-Spectral Fusion for Medical Visual Question Answeringcited by 0
- 2025Q-FSRU: Quantum-Augmented Frequency-Spectral For Medical Visual Question Answeringcited by 0
- 2026Algebraic Quantum Intelligence: A New Framework for Reproducible Machine Creativitycited by 0
- 2026On the Representational Limits of Quantum-Inspired 1024-D Document Embeddings: An Experimental Evaluation Framework10 Apr 2026
- 2026Complementarity-Preserving Generative Theory for Multimodal ECG Synthesis: A Quantum-Inspired Approach16 Mar 2026
- 2026Algebraic Quantum Intelligence: A New Framework for Reproducible Machine Creativity15 Feb 2026
- 2025Q-FSRU: Quantum-Augmented Frequency-Spectral For Medical Visual Question Answering28 Sep 2025
- 2025Q-FSRU: Quantum-Augmented Frequency-Spectral Fusion for Medical Visual Question Answering16 Aug 2025
- 2024Quantum-Brain: Quantum-Inspired Neural Network Approach to Vision-Brain Understanding20 Nov 2024
- 2023A Survey of Quantum-Cognitively Inspired Sentiment Analysis Models6 Jun 2023
- 2022Towards Feature Selection for Ranking and Classification Exploiting Quantum Annealers9 May 2022
- 2021Quantum Cognitively Motivated Decision Fusion for Video Sentiment Analysis12 Jan 2021