Cassandra-Collective

Cassandra-Collective/Dervish

A Muon-variant PyTorch optimizer whose hidden matrices have a provably bounded spectrum, with a pre-registered evaluation record.

17 good first / help-wanted issues · Python · last activity Oct 14, 2026

deep-learning muon optimizer pre-registration pytorch reproducible-research spectral-norm transformers
17 Open Issues Need Help Last updated: Oct 14, 2026

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Cassandra-Collective/Dervish
0

A Muon-variant PyTorch optimizer whose hidden matrices have a provably bounded spectrum, with a pre-registered evaluation record.

Python
#deep-learning#muon#optimizer#pre-registration#pytorch#reproducible-research#spectral-norm#transformers
help wanted experiment area: evaluation
Cassandra-Collective/Dervish
0

A Muon-variant PyTorch optimizer whose hidden matrices have a provably bounded spectrum, with a pre-registered evaluation record.

Python
#deep-learning#muon#optimizer#pre-registration#pytorch#reproducible-research#spectral-norm#transformers
help wanted experiment area: evaluation
Cassandra-Collective/Dervish
0

A Muon-variant PyTorch optimizer whose hidden matrices have a provably bounded spectrum, with a pre-registered evaluation record.

Python
#deep-learning#muon#optimizer#pre-registration#pytorch#reproducible-research#spectral-norm#transformers
help wanted experiment area: evaluation
Cassandra-Collective/Dervish
0

A Muon-variant PyTorch optimizer whose hidden matrices have a provably bounded spectrum, with a pre-registered evaluation record.

Python
#deep-learning#muon#optimizer#pre-registration#pytorch#reproducible-research#spectral-norm#transformers
Cassandra-Collective/Dervish
0

A Muon-variant PyTorch optimizer whose hidden matrices have a provably bounded spectrum, with a pre-registered evaluation record.

Python
#deep-learning#muon#optimizer#pre-registration#pytorch#reproducible-research#spectral-norm#transformers
help wanted experiment area: evaluation
Cassandra-Collective/Dervish
0

A Muon-variant PyTorch optimizer whose hidden matrices have a provably bounded spectrum, with a pre-registered evaluation record.

Python
#deep-learning#muon#optimizer#pre-registration#pytorch#reproducible-research#spectral-norm#transformers
help wanted experiment area: evaluation
Cassandra-Collective/Dervish
0

A Muon-variant PyTorch optimizer whose hidden matrices have a provably bounded spectrum, with a pre-registered evaluation record.

Python
#deep-learning#muon#optimizer#pre-registration#pytorch#reproducible-research#spectral-norm#transformers
enhancement help wanted area: evaluation
Cassandra-Collective/Dervish
0

A Muon-variant PyTorch optimizer whose hidden matrices have a provably bounded spectrum, with a pre-registered evaluation record.

Python
#deep-learning#muon#optimizer#pre-registration#pytorch#reproducible-research#spectral-norm#transformers
Cassandra-Collective/Dervish
0

A Muon-variant PyTorch optimizer whose hidden matrices have a provably bounded spectrum, with a pre-registered evaluation record.

Python
#deep-learning#muon#optimizer#pre-registration#pytorch#reproducible-research#spectral-norm#transformers
Cassandra-Collective/Dervish
0

A Muon-variant PyTorch optimizer whose hidden matrices have a provably bounded spectrum, with a pre-registered evaluation record.

Python
#deep-learning#muon#optimizer#pre-registration#pytorch#reproducible-research#spectral-norm#transformers
documentation good first issue area: evaluation
Cassandra-Collective/Dervish
0

A Muon-variant PyTorch optimizer whose hidden matrices have a provably bounded spectrum, with a pre-registered evaluation record.

Python
#deep-learning#muon#optimizer#pre-registration#pytorch#reproducible-research#spectral-norm#transformers
enhancement good first issue area: packaging
Cassandra-Collective/Dervish
0

A Muon-variant PyTorch optimizer whose hidden matrices have a provably bounded spectrum, with a pre-registered evaluation record.

Python
#deep-learning#muon#optimizer#pre-registration#pytorch#reproducible-research#spectral-norm#transformers
Cassandra-Collective/Dervish
0

A Muon-variant PyTorch optimizer whose hidden matrices have a provably bounded spectrum, with a pre-registered evaluation record.

Python
#deep-learning#muon#optimizer#pre-registration#pytorch#reproducible-research#spectral-norm#transformers
enhancement good first issue area: optimizer
Cassandra-Collective/Dervish
0

A Muon-variant PyTorch optimizer whose hidden matrices have a provably bounded spectrum, with a pre-registered evaluation record.

Python
#deep-learning#muon#optimizer#pre-registration#pytorch#reproducible-research#spectral-norm#transformers
enhancement good first issue area: optimizer
Cassandra-Collective/Dervish
0

A Muon-variant PyTorch optimizer whose hidden matrices have a provably bounded spectrum, with a pre-registered evaluation record.

Python
#deep-learning#muon#optimizer#pre-registration#pytorch#reproducible-research#spectral-norm#transformers
documentation good first issue area: optimizer
Cassandra-Collective/Dervish
0

A Muon-variant PyTorch optimizer whose hidden matrices have a provably bounded spectrum, with a pre-registered evaluation record.

Python
#deep-learning#muon#optimizer#pre-registration#pytorch#reproducible-research#spectral-norm#transformers
enhancement good first issue area: packaging
Cassandra-Collective/Dervish
0

A Muon-variant PyTorch optimizer whose hidden matrices have a provably bounded spectrum, with a pre-registered evaluation record.

Python
#deep-learning#muon#optimizer#pre-registration#pytorch#reproducible-research#spectral-norm#transformers