7 papers
A Quantum Machine Learning Approach to Content-Based Media Recommendation
Mina Abbaszadeh, Ouissal Moumou, Anna Pearson +4
We use quantum machine learning techniques to develop a content-based media recommender system and evaluate its performance on TV programmes using textual descriptions from one wee…
Mu-DisCoCat: A Variational Pipeline for Compositional Generalization on Quantum Processors
Mina Abbaszadeh, Matilda Karabina Moore, Raem Haq +2
Achieving compositional concept generalization (CoCoGen), the ability to understand novel situations by recombining learned primitives, remains a fundamental challenge in artificia…
Quantum Models with Multi-Stage Training for Compositional Concept Generalization
Mina Abbaszadeh, Matilda Karabina Moore, Mehrnoosh Sadrzadeh +1
Compositional Concept Generalization (CoCoGen), the ability to systematically recombine learned primitives in novel contexts, is a key challenge for multimodal learning. In this wo…
DisCoCLIP: A Distributional Compositional Tensor Network Encoder for Vision-Language Understanding
Kin Ian Lo, Hala Hawashin, Mina Abbaszadeh +3
Recent vision-language models excel at large-scale image-text alignment but often neglect the compositional structure of language, leading to failures on tasks that hinge on word o…
Compositional Concept Generalization with Variational Quantum Circuits
Hala Hawashin, Mina Abbaszadeh, Nicholas Joseph +3
Compositional generalization is a key facet of human cognition, but lacking in current AI tools such as vision-language models. Previous work examined whether a compositional tenso…
Optimal Quantum Circuit Design via Unitary Neural Networks
M. Zomorodi, H. Amini, M. Abbaszadeh +3
The process of translating a quantum algorithm into a form suitable for implementation on a quantum computing platform is crucial but yet challenging. This entails specifying quant…
Parametrized Quantum Circuits of Synonymous Sentences in Quantum Natural Language Processing
Mina Abbaszadeh, S. Shahin Mousavi, Vahid Salari
In this paper, we develop a compositional vector-based semantics of positive transitive sentences in quantum natural language processing for a non-English language, i.e. Persian, t…