Pith Number

pith:WDCQ277Z

pith:2024:WDCQ277Z42LB74K23VZKEYNRRQ

not attested not anchored not stored refs pending

Harnessing Preference Optimisation in Protein LMs for Hit Maturation in Cell Therapy

Alice Godson, Annabel Ling, Katarzyna Janocha, Nils Y. Hammerla, Simon Bornschein, Yulia Lampi

arxiv:2412.01388 v2 · 2024-12-02 · 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{WDCQ277Z42LB74K23VZKEYNRRQ}

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.

Receipt and verification

First computed	2026-07-05T09:43:38.737110Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b0c50d7ff9e6961ff15add72a261b18c168b6e2273da82df567da5097b1da814

Aliases

arxiv: 2412.01388 · arxiv_version: 2412.01388v2 · doi: 10.48550/arxiv.2412.01388 · pith_short_12: WDCQ277Z42LB · pith_short_16: WDCQ277Z42LB74K2 · pith_short_8: WDCQ277Z

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/WDCQ277Z42LB74K23VZKEYNRRQ \
  | 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: b0c50d7ff9e6961ff15add72a261b18c168b6e2273da82df567da5097b1da814

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a11be0b6ec8a00c8de8db8b3ff402f011f61cfb97dc400487cd40d913cbbf651",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-02T11:21:58Z",
    "title_canon_sha256": "af373816e4c6fee224f935427014df69e9bf38d48d53b1571e69c15ff8648cf9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.01388",
    "kind": "arxiv",
    "version": 2
  }
}