Pith Number

pith:AMHGGHTV

pith:2025:AMHGGHTVXEFDR55UQEHHIGQSRJ

not attested not anchored not stored refs pending

Universal Machine Learning Interatomic Potentials are Ready for Solid Ion Conductors

Hong Wang, Hongwei Du, Jian Hui, Lanting Zhang

arxiv:2502.09970 v1 · 2025-02-14 · cond-mat.mtrl-sci · 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{AMHGGHTVXEFDR55UQEHHIGQSRJ}

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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

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications

Receipt and verification

First computed	2026-07-05T10:14:15.351614Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

030e631e75b90a38f7b4810e741a128a7f678e9ccbed2c31eb3602d12ae0d375

Aliases

arxiv: 2502.09970 · arxiv_version: 2502.09970v1 · doi: 10.48550/arxiv.2502.09970 · pith_short_12: AMHGGHTVXEFD · pith_short_16: AMHGGHTVXEFDR55U · pith_short_8: AMHGGHTV

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/AMHGGHTVXEFDR55UQEHHIGQSRJ \
  | 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: 030e631e75b90a38f7b4810e741a128a7f678e9ccbed2c31eb3602d12ae0d375

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2f0fb3a4a16449ab80c7eab4725253e4a6afcd68fb19d250f474c3fab54703fa",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cond-mat.mtrl-sci",
    "submitted_at": "2025-02-14T07:55:53Z",
    "title_canon_sha256": "5539fd0f43844c5af781480be584e11005637b3b220cfce8ee093957e2ac26da"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.09970",
    "kind": "arxiv",
    "version": 1
  }
}