Collaboration

We welcome focused collaborations built around an explicit question, common baselines and a result that another group can reproduce.

01

Mathematical questions

Approximation and universality in generalized Walsh systems; operator boundedness and compactness; discretization and recovery with explicit function-space assumptions.

A precise statement, counterexample analysis and independently checked proof.

02

Representation comparisons

Common-budget Haar–Walsh, DWT/SWT, DCT/FFT and learned baselines. Separate feature information from classifier and tuning effects.

A shared protocol, reproducible implementations and uncertainty-aware comparisons.

03

Signal experiments

ECG acquisition failures, missing samples and corruption. Audit patient identities, annotations and the information available at prediction time.

A frozen benchmark with error, coverage and failure-mode reports.

04

Embedded implementation

Complete processing measurements on ARM, from detection and preprocessing to inference. Compare model storage, memory, buffering and measured latency.

A runnable prototype, versioned configurations and device measurement logs.

Collaboration

A concrete question is a good
place to start.

We welcome mathematical collaboration, carefully controlled signal experiments and reproducible comparisons on resource-constrained devices.

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