3 papers
cs.CL2026
Hybrid Classical-Quantum Variational Autoencoder for Neural Topic Modeling
Ivan Kankeu
Neural topic models enable scalable semantic discovery, but their integration with quantum hardware remains largely unexplored. We present a proof-of-concept hybrid classical-quant…
quant-ph2026
On the Generalization Limits of Quantum Generative Adversarial Networks with Pure State Generators
Jasmin Frkatovic, Akash Malemath, Ivan Kankeu +7
We investigate the capabilities of Quantum Generative Adversarial Networks (QGANs) in image generations tasks. Our analysis centers on fully quantum implementations of both the gen…
cs.CL2025
Quantum-inspired Embeddings Projection and Similarity Metrics for Representation Learning
Ivan Kankeu, Stefan Gerd Fritsch, Gunnar Schönhoff +3
Over the last decade, representation learning, which embeds complex information extracted from large amounts of data into dense vector spaces, has emerged as a key technique in mac…