Pith. sign in
Pith Number

pith:SKJOCAPF

pith:2025:SKJOCAPFFX3QJ3TB4C5TCVNKDZ
not attested not anchored not stored refs pending

Data-Efficient Machine Learning Potentials via Difference Vectors Based on Local Atomic Environments

Di Zhang, Fanshun Meng, Hao Lic, Lingcai Kong, Mingzhe Li, Tianxiang Gao, Weijie Yangd, Xinyuan Liu, Xuqiang Shao, Yuqi Zhang, Zhaoyan Dong, Zhengyang Gao, Zhiran Gan

arxiv:2501.16398 v2 · 2025-01-27 · cs.LG · physics.atom-ph

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{SKJOCAPFFX3QJ3TB4C5TCVNKDZ}

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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.
Receipt and verification
First computed 2026-07-05T11:13:19.396866Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

9292e101e52df704ee61e0bb3155aa1e6117b200e44f47c28bd0a0e7741b7247

Aliases

arxiv: 2501.16398 · arxiv_version: 2501.16398v2 · doi: 10.48550/arxiv.2501.16398 · pith_short_12: SKJOCAPFFX3Q · pith_short_16: SKJOCAPFFX3QJ3TB · pith_short_8: SKJOCAPF
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/SKJOCAPFFX3QJ3TB4C5TCVNKDZ \
  | 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: 9292e101e52df704ee61e0bb3155aa1e6117b200e44f47c28bd0a0e7741b7247
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "066e2e95fc8e0819881fbacca2e500c19f16204de312b021a1ee36bd9a010e82",
    "cross_cats_sorted": [
      "physics.atom-ph"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-27T04:08:37Z",
    "title_canon_sha256": "1933ea33245599b347d5dc62951404c797acd3f06f1be3bc53f32c717df79b04"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.16398",
    "kind": "arxiv",
    "version": 2
  }
}