Pith Number

pith:KFEEAAWX

pith:2022:KFEEAAWX7KZHVOSSTI67ANKYA2

not attested not anchored not stored refs pending

Learned Force Fields Are Ready For Ground State Catalyst Discovery

Alexander L. Gaunt, Alex M. Ganose, James Kirkpatrick, James S. Spencer, Jonathan Godwin, Michael Schaarschmidt, Morgane Riviere, Peter W. Battaglia, Simon Axelrod

arxiv:2209.12466 v1 · 2022-09-26 · cond-mat.mtrl-sci · cs.LG · physics.comp-ph

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KFEEAAWX7KZHVOSSTI67ANKYA2}

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

Training speedups via batching for geometric learning: an analysis of static and dynamic algorithms

Receipt and verification

First computed	2026-07-05T05:00:52.808110Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

51484002d7fab27aba529a3df03558068675ffe36a58378932ab51e4c4829dc9

Aliases

arxiv: 2209.12466 · arxiv_version: 2209.12466v1 · doi: 10.48550/arxiv.2209.12466 · pith_short_12: KFEEAAWX7KZH · pith_short_16: KFEEAAWX7KZHVOSS · pith_short_8: KFEEAAWX

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/KFEEAAWX7KZHVOSSTI67ANKYA2 \
  | 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: 51484002d7fab27aba529a3df03558068675ffe36a58378932ab51e4c4829dc9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9dedffc6587ddcff02da961d35f0c71c30bd98eee01ff264be3aa7245d2f2360",
    "cross_cats_sorted": [
      "cs.LG",
      "physics.comp-ph"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cond-mat.mtrl-sci",
    "submitted_at": "2022-09-26T07:16:43Z",
    "title_canon_sha256": "af4804c8130661280179fe5019dd3bd9c1fe2ba83663f4ce5bbc5047f3aee969"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.12466",
    "kind": "arxiv",
    "version": 1
  }
}