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cs.SD2026
SCAPES: Semantically Conditioned Autoregressive Prior for Environmental Sounds
Esteban Gutiérrez, Lonce Wyse, Frederic Font +1
As generative audio models grow in complexity, the computational and ecological costs of synthesizing everyday sounds have become increasingly prohibitive, often requiring industri…
cs.SD2026
Physics-Informed Neural Engine Sound Modeling with Differentiable Pulse-Train Synthesis
Robin Doerfler, Lonce Wyse
Engine sounds originate from sequential exhaust pressure pulses rather than sustained harmonic oscillations. While neural synthesis methods typically aim to approximate the resulti…
cs.SD2026
Analysis-Driven Procedural Generation of an Engine Sound Dataset with Embedded Control Annotations
Robin Doerfler, Lonce Wyse
Computational engine sound modeling is central to the automotive audio industry, particularly for active sound design applications and virtual prototyping. Emerging data-driven eng…