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Pith Number

pith:P5JSNQ5H

pith:2023:P5JSNQ5HHFJZPBIYOLOLLZG3MX
not attested not anchored not stored refs pending

Transformers are efficient hierarchical chemical graph learners

Aaron R. Dinner, Chih-chan Tien, Risi Kondor, Zihan Pengmei, Zimu Li

arxiv:2310.01704 v1 · 2023-10-02 · cs.LG

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\usepackage{pith}
\pithnumber{P5JSNQ5HHFJZPBIYOLOLLZG3MX}

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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

Receipt and verification
First computed 2026-07-05T06:56:45.001512Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

7f5326c3a7395397851872dcb5e4db65f2efa760dd8f0d53aac7a162c7a35f87

Aliases

arxiv: 2310.01704 · arxiv_version: 2310.01704v1 · doi: 10.48550/arxiv.2310.01704 · pith_short_12: P5JSNQ5HHFJZ · pith_short_16: P5JSNQ5HHFJZPBIY · pith_short_8: P5JSNQ5H
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/P5JSNQ5HHFJZPBIYOLOLLZG3MX \
  | 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: 7f5326c3a7395397851872dcb5e4db65f2efa760dd8f0d53aac7a162c7a35f87
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "a47a7d7abcb6890d30b1ff8cf5ba7ea87143742ca1b12da269a22ba8afae439d",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-02T23:57:04Z",
    "title_canon_sha256": "b42a33afd4df50ad7f0b2eb306f734f3226ed8f7c4326a3a0e90a3687f447403"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.01704",
    "kind": "arxiv",
    "version": 1
  }
}