Pith Number

pith:OZTP7DUM

pith:2020:OZTP7DUMDPT2RLDK4T27QT4PMZ

not attested not anchored not stored refs pending

Utilising Graph Machine Learning within Drug Discovery and Development

Arian R. Jamasb, Ben Day, Charles Roberts, Cristian Regep, David Roblin, Gertrude Liu, Jake P. Taylor-King, Jeremy B. R. Hayter, Jian Tang, Jyothish Soman, Michael M. Bronstein, Richard Vickers, Thomas Gaudelet, Tom L. Blundell

arxiv:2012.05716 v2 · 2020-12-09 · q-bio.QM · 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{OZTP7DUMDPT2RLDK4T27QT4PMZ}

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

Enabling Structure-Only Initialization and Out-of-Distribution Generalization in GNN-based Molecular Dynamics Simulators

Receipt and verification

First computed	2026-07-05T02:14:12.989693Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7666ff8e8c1be7a8ac6ae4f5f84f8f666c492d0dd44ea44f129cf1626d0dee9d

Aliases

arxiv: 2012.05716 · arxiv_version: 2012.05716v2 · doi: 10.48550/arxiv.2012.05716 · pith_short_12: OZTP7DUMDPT2 · pith_short_16: OZTP7DUMDPT2RLDK · pith_short_8: OZTP7DUM

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/OZTP7DUMDPT2RLDK4T27QT4PMZ \
  | 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: 7666ff8e8c1be7a8ac6ae4f5f84f8f666c492d0dd44ea44f129cf1626d0dee9d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "625a51e49a76c599e1b91623ebeedb942a813143a088887646b287299fa9348d",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "q-bio.QM",
    "submitted_at": "2020-12-09T10:12:33Z",
    "title_canon_sha256": "76c2c5fe2f037ceef7e98b3890f920e2acdaee6d7e9dda6f5d3d3f6765d9ad8b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2012.05716",
    "kind": "arxiv",
    "version": 2
  }
}