Pith Number

pith:2W5NKT6B

pith:2023:2W5NKT6BXXLE62QKG3JL3BUJLC

not attested not anchored not stored refs pending

A Hitchhiker's Guide to Geometric GNNs for 3D Atomic Systems

Alexandre Duval, Chaitanya K. Joshi, Fragkiskos D. Malliaros, Michael Bronstein, Pietro Li\`o, Santiago Miret, Simon V. Mathis, Taco Cohen, Victor Schmidt, Yoshua Bengio

arxiv:2312.07511 v2 · 2023-12-12 · cs.LG · cs.AI · q-bio.QM · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2W5NKT6BXXLE62QKG3JL3BUJLC}

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

12 papers in Pith

Synthetic pre-training of graph-network models for predicting solid-state NMR parameters

Navigating committor landscape of biomolecules with a general pairwise interaction model

Atompack: A Storage and Distribution Layer for Read-Heavy Atomistic ML Training Datasets

Open Materials 2024 (OMat24) Inorganic Materials Dataset and Models

Receipt and verification

First computed	2026-07-05T07:55:27.101383Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d5bad54fc1bdd64f6a0a36d2bd868958876d2eed7d65ac5cd55e27aaae431970

Aliases

arxiv: 2312.07511 · arxiv_version: 2312.07511v2 · doi: 10.48550/arxiv.2312.07511 · pith_short_12: 2W5NKT6BXXLE · pith_short_16: 2W5NKT6BXXLE62QK · pith_short_8: 2W5NKT6B

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/2W5NKT6BXXLE62QKG3JL3BUJLC \
  | 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: d5bad54fc1bdd64f6a0a36d2bd868958876d2eed7d65ac5cd55e27aaae431970

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fce71b7c48af9a489b911f892c8d70e71b680971bd2502a5829170280ab81a4f",
    "cross_cats_sorted": [
      "cs.AI",
      "q-bio.QM",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-12T18:44:19Z",
    "title_canon_sha256": "b6ea57efff32726aa663dd2352629f41546b0f5ebd18c1242be27497b8331503"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.07511",
    "kind": "arxiv",
    "version": 2
  }
}