Sergi Masot-Llima (he/him)
sergiml.bsky.social
Sergi Masot-Llima (he/him)
@sergiml.bsky.social
Reposted by Sergi Masot-Llima (he/him)
We suggest a shift in emphasis—namely, putting it on the representability of #functions—when thinking about quantum models aimed at achieving a quantum advantage for machine learning tasks.

scirate.com/arxiv/2512.1...
December 18, 2025 at 10:45 AM
Reposted by Sergi Masot-Llima (he/him)
Very happy about our new pre-print!
Here, we share how we think about potential quadvantage in #QML, from the point of view of the function families that arise from usual Parametrized Quantum Circuits.
Please do let us know what you think about our perspective :)
scirate.com/arxiv/2512.1...
Prospects for quantum advantage in machine learning from the representability of functions
Demonstrating quantum advantage in machine learning tasks requires navigating a complex landscape of proposed models and algorithms. To bring clarity to this search, we introduce a framework that conn...
scirate.com
December 18, 2025 at 5:47 PM