Pith Number

pith:4FISMJM3

pith:2025:4FISMJM3GUIIHFQVWRZI464NGT

not attested not anchored not stored refs pending

A practical guide to machine learning interatomic potentials -- Status and future

Aidan Thompson, Anders Johansson, Ben Blaiszik, Boris Kozinsky, Bowen Deng, Brandon M. Wood, Chen Shen, Clare Yijia Xie, Dane Morgan, Ekin Dogus Cubuk, Gabor Csanyi, Gerbrand Ceder, Igor Poltavsky, Jonathan Godwin, Julia H. Yang, Julia Westermayr, Jun Meng, Kamal Choudhary, KJ Schmidt, Nongnuch Artrith, Olexandr Isayev, Ralf Drautz, Ryan Jacobs, Shyue Ping Ong, Siamak Attarian, So Takamoto, Stefano Martiniani, Vasant Honavar, Xiang Fu, Zhenghao Wu

arxiv:2503.09814 v1 · 2025-03-12 · 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{4FISMJM3GUIIHFQVWRZI464NGT}

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

2 papers in Pith

A Multi-Scale Machine Learning Framework for Coupled Chemical, Spin, and Structural Disorder in Alloys

Distilling first-principles accuracy into compact machine learning potentials for condensed-phase chemistry

Receipt and verification

First computed	2026-07-05T10:30:09.157113Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e15126259b3510839615b4728e7b8d34f0f88d52b98645d87b4c1ba75ad3754b

Aliases

arxiv: 2503.09814 · arxiv_version: 2503.09814v1 · doi: 10.48550/arxiv.2503.09814 · pith_short_12: 4FISMJM3GUII · pith_short_16: 4FISMJM3GUIIHFQV · pith_short_8: 4FISMJM3

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/4FISMJM3GUIIHFQVWRZI464NGT \
  | 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: e15126259b3510839615b4728e7b8d34f0f88d52b98645d87b4c1ba75ad3754b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "09238ebf907c0546629b668453b36f700ab06e97494ebe2dc86db367589d8cff",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cond-mat.mtrl-sci",
    "submitted_at": "2025-03-12T20:24:01Z",
    "title_canon_sha256": "9105136b6a8f88781be7096cc5e14f092fe0020db7c2d3215c4f06d94efd807d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.09814",
    "kind": "arxiv",
    "version": 1
  }
}