Pith Number

pith:GEZH2EJW

pith:2023:GEZH2EJW7VVBDPMUGA343NRCG3

not attested not anchored not stored refs pending

Towards Foundational Models for Molecular Learning on Large-Scale Multi-Task Datasets

Ali Parviz, Andrew Fitzgibbon, B{\l}a\.zej Banaszewski, Callum McLean, Cas Wognum, Chad Martin, Christopher Morris, Cristian Gabellini, Dominic Masters, Dominique Beaini, Frederik Wenkel, Gabriela Moisescu-Pareja, Guillaume Rabusseau, Guy Wolf, Hadrien Mary, Ioannis Koutis, Jama Hussein Mohamud, Jian Tang, Jiarui Lu, Joao Alex Cunha, Josef Dean, Kerstin Klaser, Luis M\"uller, Maciej Sypetkowski, Michael Craig, Micha{\l} Koziarski, Mirco Ravanelli, Oleksandr Dymov, Prudencio Tossou, Reihaneh Rabbany, Samuel Maddrell-Mander, Shenyang Huang, Therence Bois, Zhaocheng Zhu, Zhiyi Li

arxiv:2310.04292 v3 · 2023-10-06 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GEZH2EJW7VVBDPMUGA343NRCG3}

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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

Self-Refining Training for Amortized Density Functional Theory

Receipt and verification

First computed	2026-07-05T07:02:05.816542Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

31327d1136fd6a11bd943037cdb62236ff51ae1ae87b87533e297948f74a7316

Aliases

arxiv: 2310.04292 · arxiv_version: 2310.04292v3 · doi: 10.48550/arxiv.2310.04292 · pith_short_12: GEZH2EJW7VVB · pith_short_16: GEZH2EJW7VVBDPMU · pith_short_8: GEZH2EJW

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/GEZH2EJW7VVBDPMUGA343NRCG3 \
  | 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: 31327d1136fd6a11bd943037cdb62236ff51ae1ae87b87533e297948f74a7316

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b5605b52a6ca2b646cdf59b51d20874de1a7513a87a7bcd1efa45eb006c4261d",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-06T14:51:17Z",
    "title_canon_sha256": "f4d1c901d86ff091648fbf23d4c292f7bc36af16bc44a748b640a51e200ad76b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.04292",
    "kind": "arxiv",
    "version": 3
  }
}