AI Learns to Play Piano in the Style of Jazz Greats

Learning Jazz Pianist Style with Cross-Attention Conditioning

AI Learns to Play Piano in the Style of Jazz Greats

Researchers fine-tuned Aria, a piano MIDI transformer, with a gated cross-attention layer that reads a learned embedding for each of twelve jazz pianists, from Art Tatum to Dick Hyman. A sliding pianist classifier attributes conditioned continuations to the intended pianist 70% of the time, versus 37% without conditioning, while perplexity barely moves. A classifier trained only on generated music identifies real recordings with 95% accuracy.

Can a model learn to do what Hyman did: not just recognize who is playing, but play in their manner?

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2026-10-06