Pith Number

pith:SERY7T4K

pith:2022:SERY7T4KWXJAKC7PZSU7XD46ZB

not attested not anchored not stored refs pending

Towards Training Billion Parameter Graph Neural Networks for Atomic Simulations

Abhishek Das, Anuroop Sriram, Brandon M. Wood, C. Lawrence Zitnick, Siddharth Goyal

arxiv:2203.09697 v1 · 2022-03-18 · cs.LG · physics.comp-ph · 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{SERY7T4KWXJAKC7PZSU7XD46ZB}

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

The Ray Tracing Sampler: Bayesian Sampling of Neural Networks for Everyone

Receipt and verification

First computed	2026-07-05T04:13:13.823140Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

91238fcf8ab5d2050befcca9fb8f9ec8456ac423105c3b976d031819aac00bd9

Aliases

arxiv: 2203.09697 · arxiv_version: 2203.09697v1 · doi: 10.48550/arxiv.2203.09697 · pith_short_12: SERY7T4KWXJA · pith_short_16: SERY7T4KWXJAKC7P · pith_short_8: SERY7T4K

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/SERY7T4KWXJAKC7PZSU7XD46ZB \
  | 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: 91238fcf8ab5d2050befcca9fb8f9ec8456ac423105c3b976d031819aac00bd9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f7085d580298bdf64ce831904ec4bd68b77a834b4174f531694ee3a8ef673519",
    "cross_cats_sorted": [
      "physics.comp-ph",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-03-18T01:54:34Z",
    "title_canon_sha256": "d6f8863fb46a4b0a9f2f9737d67e0cb1e065c76223220ebb35d5cf78e2b1817e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2203.09697",
    "kind": "arxiv",
    "version": 1
  }
}