5 papers
Towards AI-Generated Music Plagiarism Detection as a Version Identification Problem
Fotis Koutsikos, Ioannis Prokopiou, Spyridon Kantarelis +6
The rapid expansion of text-to-music generative models challenges traditional paradigms of music creation and intellectual property. Plagiarism in this context is rarely an absolut…
What Drives Recovery in Agentic Text-to-Cypher? LAST-CQ: An LLM Agent Self-Refinement Framework
Ioannis Prokopiou, Athanasios Aidinis, Panagiotis-Christos Kyrmpatsos +1
Agentic pipelines for structured-query generation are rapidly expanding, but it is unclear which part of the loop produces the gain. We use LAST-CQ -- a five-agent, training-free,…
Latent Space Disentanglement via Activation Steering for Interpretable Attribute Control in Symbolic Music Generation
Ioannis Prokopiou, Pantelis Vikatos, Maximos Kaliakatsos-Papakostas +2
Transformer-based architectures have significantly advanced the generation of complex symbolic sequences, yet a significant gap remains in achieving fine-grained, interpretable con…
LabelBuddy: An Open Source Music and Audio Language Annotation Tagging Tool Using AI Assistance
Ioannis Prokopiou, Ioannis Sina, Agisilaos Kounelis +2
The advancement of Machine learning (ML), Large Audio Language Models (LALMs), and autonomous AI agents in Music Information Retrieval (MIR) necessitates a shift from static taggin…
Linear Complexity Self-Supervised Learning for Music Understanding with Random Quantizer
Petros Vavaroutsos, Theodoros Palamas, Pantelis Vikatos
In recent years, foundation models have become very popular due to their exceptional performance, mainly in natural language (NLP) tasks where they were first introduced. These mod…