TKF-DP

Variational inference in coupled models of amino acid substitution

Annabel Large · Ian Holmes · UC Berkeley Bioengineering

Paper

Code

Releases

evoldoers/tkfdp

TagContents
code-2026-08-04 Source-code snapshot
results/K4-emwarm-top1000-2026-05-09 TKF-DP Kc=4 EM-warmup checkpoint (Pfam top-1000); backs the infinite-pair-HMM K=4 results
results/paper2-coupling-rates-2026-08-04 Paper-2 coupled amino-acid substitution model rates (Exchangeable, Metropolis, Coupled, Metropolis-mixture)

evoldoers/tkf-mixdom

TagContents
results/mixdom-d3f1-perdomain-2026-08-04 MixDom-d3f1 (per-domain substitution matrices), Pfam v3 — current headline substitution-side model
results/mixfrag-F2-pfam-2026-08-04 MixFrag =2 cherry-EM fit (TKF92 + 2-fragtype mixture)
mixdom-checkpoints-2026-05 TKF92-K=20, CherryML-C=20 (and the earlier MixDom-d3f1) NPZ checkpoints

Reproduction

The end-to-end recipe (training, evaluation, figure generation) lives at REPRODUCTION_MANIFEST.md in the code repo.