Pith. sign in
Pith Number

pith:I2JQ5JWA

pith:2025:I2JQ5JWAEG3IRPPUDXMQ65HATI
not attested not anchored not stored refs pending

Leveraging Large Language Models to Predict Antibody Biological Activity Against Influenza A Hemagglutinin

Alex Golts, Ella Barkan, Giuseppe A. Sautto, Ibrahim Siddiqui, Jeffrey K. Weber, Kevin J. Cheng, Michal Ozery-Flato, Yailin Campos Mota, Yoel Shoshan

arxiv:2502.00694 v1 · 2025-02-02 · cs.LG · cs.AI · q-bio.QM

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\usepackage{pith}
\pithnumber{I2JQ5JWAEG3IRPPUDXMQ65HATI}

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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.
Receipt and verification
First computed 2026-07-05T11:01:03.367470Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

46930ea6c021b688bdf41dd90f74e09a398a0b71bc0ef3f4183ec7622203af68

Aliases

arxiv: 2502.00694 · arxiv_version: 2502.00694v1 · doi: 10.48550/arxiv.2502.00694 · pith_short_12: I2JQ5JWAEG3I · pith_short_16: I2JQ5JWAEG3IRPPU · pith_short_8: I2JQ5JWA
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/I2JQ5JWAEG3IRPPUDXMQ65HATI \
  | 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: 46930ea6c021b688bdf41dd90f74e09a398a0b71bc0ef3f4183ec7622203af68
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "65f5a5fa561b465ac6cca408a4d6025b484ad8098b032701fa36f70d432b1030",
    "cross_cats_sorted": [
      "cs.AI",
      "q-bio.QM"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-02T06:48:45Z",
    "title_canon_sha256": "3b6e3c132a6c7858d5d2f0e97dc4e4830b2a3f440dce76155ef385650254a011"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.00694",
    "kind": "arxiv",
    "version": 1
  }
}