Pith Number

pith:5NLKD4F4

pith:2024:5NLKD4F44VGBCYOKX26VZZMP6D

not attested not anchored not stored refs pending

Fine-tuning Protein Language Models with Deep Mutational Scanning improves Variant Effect Prediction

Aleix Lafita, Ari Allyn-Feuer, Daniel Seaton, Ferran Gonzalez, Jacob Deasy, Mahmoud Hossam, Paul Smyth, Stephen Young

arxiv:2405.06729 v1 · 2024-05-10 · q-bio.GN · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5NLKD4F44VGBCYOKX26VZZMP6D}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

1 paper in Pith

Structure-Aware Masking for Protein Representation Learning

Receipt and verification

First computed	2026-07-05T08:18:11.010780Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

eb56a1f0bce54c1161cabebd5ce58ff0fc489ceb473529756d1cbf90569eac7b

Aliases

arxiv: 2405.06729 · arxiv_version: 2405.06729v1 · doi: 10.48550/arxiv.2405.06729 · pith_short_12: 5NLKD4F44VGB · pith_short_16: 5NLKD4F44VGBCYOK · pith_short_8: 5NLKD4F4

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/5NLKD4F44VGBCYOKX26VZZMP6D \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: eb56a1f0bce54c1161cabebd5ce58ff0fc489ceb473529756d1cbf90569eac7b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "84005b2a8897484143eb660fee06ed4906d90b517de3512092be99d41c46c842",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "q-bio.GN",
    "submitted_at": "2024-05-10T14:50:40Z",
    "title_canon_sha256": "30602ae9707f0beaccd80ce24873981dc5b495730f84d71df215b9adbb9571e7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.06729",
    "kind": "arxiv",
    "version": 1
  }
}