Pith Number

pith:56I2ZTIF

pith:2023:56I2ZTIFHWNXFDMIM7B4PMU46J

not attested not anchored not stored refs pending

Deep Learning for Fast Inference of Mechanistic Models' Parameters

Mariano Nicolas Cruz-Bournazou, Maxim Borisyak, Peter Neubauer, Stefan Born

arxiv:2312.03166 v1 · 2023-12-05 · 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{56I2ZTIFHWNXFDMIM7B4PMU46J}

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	2026-07-05T07:20:59.407561Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ef91accd053d9b728d8867c3c7b29cf24c0ad239d0bbbfaf8f89fd4d2ba74776

Aliases

arxiv: 2312.03166 · arxiv_version: 2312.03166v1 · doi: 10.48550/arxiv.2312.03166 · pith_short_12: 56I2ZTIFHWNX · pith_short_16: 56I2ZTIFHWNXFDMI · pith_short_8: 56I2ZTIF

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/56I2ZTIFHWNXFDMIM7B4PMU46J \
  | 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: ef91accd053d9b728d8867c3c7b29cf24c0ad239d0bbbfaf8f89fd4d2ba74776

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "abcaadb1925493cf5f6fb42b427920e3a2995ae11f80b443b6b6bea513de547b",
    "cross_cats_sorted": [
      "q-bio.QM"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-05T22:16:54Z",
    "title_canon_sha256": "9daf770192902f0d86fccf11dccec0778e5ac58319b37de786242b3f7ffd7b8e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.03166",
    "kind": "arxiv",
    "version": 1
  }
}