Pith Number

pith:KSPESTMP

pith:2024:KSPESTMPHKALWKBIVV6EW5GLH5

not attested not anchored not stored refs pending

Efficient Fine-Tuning of Single-Cell Foundation Models Enables Zero-Shot Molecular Perturbation Prediction

David Richmond, Gabriele Scalia, Jan-Christian Huetter, Kangway V. Chuang, Sepideh Maleki, Tommaso Biancalani

arxiv:2412.13478 v2 · 2024-12-18 · cs.LG · q-bio.QM

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KSPESTMPHKALWKBIVV6EW5GLH5}

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	2026-07-05T10:47:34.725525Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

549e494d8f3a80bb2828ad7c4b74cb3f4bcb05be9a9f2243cfce1e279a75b506

Aliases

arxiv: 2412.13478 · arxiv_version: 2412.13478v2 · doi: 10.48550/arxiv.2412.13478 · pith_short_12: KSPESTMPHKAL · pith_short_16: KSPESTMPHKALWKBI · pith_short_8: KSPESTMP

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/KSPESTMPHKALWKBIVV6EW5GLH5 \
  | 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: 549e494d8f3a80bb2828ad7c4b74cb3f4bcb05be9a9f2243cfce1e279a75b506

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7a81066d3c5b227e57c46a7a407392452dff26754613b465bc488965fe7570b4",
    "cross_cats_sorted": [
      "q-bio.QM"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-18T03:42:20Z",
    "title_canon_sha256": "54963322571168a9a506f8649f9d6087a428317c0d00e9b7c4af6f5923d7dd0e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.13478",
    "kind": "arxiv",
    "version": 2
  }
}