Pith Number

pith:42FJQ7RI

pith:2022:42FJQ7RI2AT4KLNK4DMINJHHO4

not attested not anchored not stored refs pending

Tranception: protein fitness prediction with autoregressive transformers and inference-time retrieval

Aidan Gomez, Debora S. Marks, Javier Marchena-Hurtado, Jonathan Frazer, Mafalda Dias, Pascal Notin, Yarin Gal

arxiv:2205.13760 v1 · 2022-05-27 · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{42FJQ7RI2AT4KLNK4DMINJHHO4}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

Contextualizing Biological Language Models across Modalities via Logit-Space Contrastive Alignment

Receipt and verification

First computed	2026-07-05T04:26:51.763686Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e68a987e28d027c52daae0d886a4e7772e98e6d1380b85d03b2a557bf703143b

Aliases

arxiv: 2205.13760 · arxiv_version: 2205.13760v1 · doi: 10.48550/arxiv.2205.13760 · pith_short_12: 42FJQ7RI2AT4 · pith_short_16: 42FJQ7RI2AT4KLNK · pith_short_8: 42FJQ7RI

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/42FJQ7RI2AT4KLNK4DMINJHHO4 \
  | 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: e68a987e28d027c52daae0d886a4e7772e98e6d1380b85d03b2a557bf703143b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f39f2dbea57d644969067bd0037b65017c87f318df03e4eb27d3b4dd539db5bf",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-05-27T04:51:15Z",
    "title_canon_sha256": "9247414c034f11fc56e6036a9cc9a6df9561560c80d58eb5800f42107467e280"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.13760",
    "kind": "arxiv",
    "version": 1
  }
}