Mechanism diagram · Hybrid / Mixer
MLP MIXER / HYBRID Input series lookback × N coins RevIN Patching (optional) Embed → d-model Time-mixing MLP mix across time tokens Feature-mixing MLP mix across channels Forecast head Forecast

How it works

TSMixerx is TSMixer extended with exogenous variates. On our universe the exogenous channel is the funding-rate stack (per-coin funding-rate z-score and history).

Patches are taken along the time axis; time-mixing and feature-mixing MLPs alternate as in TSMixer.

The exogenous channel is mixed in via a separate variate-mixing block before the final forecast head.

Pros and cons on this universe

Pros

  • Rank #3 IC; exogenous-aware which fits our funding-rate hypotheses.
  • Strictly cheaper than full Transformer alternatives.
  • Documented dossier in the research base.

Cons / failure modes

  • Pairwise IC correlation ≈ +0.99 with BITCN and TimesNet — the cluster-redundancy problem in extreme form.
  • Channel-mixing literature warns of overfitting on extreme-tail values.

References