Pith Number

pith:Z6N2EOUX

pith:2021:Z6N2EOUXGXUZUHIDFYNDT53RCA

not attested not anchored not stored refs pending

Keeping it Simple: Language Models can learn Complex Molecular Distributions

Al\'an Aspuru-Guzik, Daniel Flam-Shepherd, Kevin Zhu

arxiv:2112.03041 v1 · 2021-12-06 · cs.LG · cs.AI · 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{Z6N2EOUXGXUZUHIDFYNDT53RCA}

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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

Physics Reasoner: Knowledge-Augmented Reasoning for Solving Physics Problems with Large Language Models

Receipt and verification

First computed	2026-07-05T06:08:37.714190Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cf9ba23a9735e99a1d032e1a39f7711002826f396a4bfd3253ed30f009167929

Aliases

arxiv: 2112.03041 · arxiv_version: 2112.03041v1 · doi: 10.48550/arxiv.2112.03041 · pith_short_12: Z6N2EOUXGXUZ · pith_short_16: Z6N2EOUXGXUZUHID · pith_short_8: Z6N2EOUX

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/Z6N2EOUXGXUZUHIDFYNDT53RCA \
  | 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: cf9ba23a9735e99a1d032e1a39f7711002826f396a4bfd3253ed30f009167929

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6e6cd14bc1c587ae89e8ab281152956fe6667f8b910923dae4c9a1c4333fa2f4",
    "cross_cats_sorted": [
      "cs.AI",
      "q-bio.QM"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-12-06T13:40:58Z",
    "title_canon_sha256": "ed8eb7f1fee81e5cc33ad3f3ebbbd546e3e7caee9c975541b7fecc6788620d0d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.03041",
    "kind": "arxiv",
    "version": 1
  }
}