Intelligent Audio Production

Modeling, estimation, control, and transfer of EQ, dynamics, distortion, reverberation, and other processors.

Differentiable DSP, audio-effect chains, processing graphs, and optimization tools for production tasks.

Embeddings and descriptors that capture effect transformations, production style, and perceptual attributes.

Automatic, reference-guided, and controllable systems for balancing and processing multitrack music.

Systems for loudness, dynamics, tonal balance, reference matching, and final-stage production.

Benchmarks, listening-test protocols, production metrics, and reproducibility tools.

Intelligent generation, upmixing, positioning, rendering, HRTF personalization, and evaluation for immersive production.

Editable pipelines from symbolic scores to expressive performance and rendered audio.

Structured production programs, processing graphs, and state-aware interaction with digital audio workstations.