Pith Number

pith:ANHZSVJQ

pith:2025:ANHZSVJQM6SIYBHEK7NDRCPJZ4

not attested not anchored not stored refs pending

Self-Optimizing Machine Learning Potential Assisted Automated Workflow for Highly Efficient Complex Systems Material Design

Bowen Jiang, Congwei Xie, Hanyu Liu, Jian Lv, Jiaxiang Li, Jie Luo, Junwei Feng, Keith Butler, Qigang Song, Xiangyu Zheng, Yanming Ma, Yu Xie

arxiv:2505.08159 v3 · 2025-05-13 · 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{ANHZSVJQM6SIYBHEK7NDRCPJZ4}

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.

Receipt and verification

First computed	2026-07-05T12:09:44.312919Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

034f99553067a48c04e457da3889e9cf2d49bc183b35e18134dc9cbed2ecbcfd

Aliases

arxiv: 2505.08159 · arxiv_version: 2505.08159v3 · doi: 10.48550/arxiv.2505.08159 · pith_short_12: ANHZSVJQM6SI · pith_short_16: ANHZSVJQM6SIYBHE · pith_short_8: ANHZSVJQ

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/ANHZSVJQM6SIYBHEK7NDRCPJZ4 \
  | 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: 034f99553067a48c04e457da3889e9cf2d49bc183b35e18134dc9cbed2ecbcfd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "89b77f579a68f4296cba2901e0994ca6f5c80bfedfec16e5b2b8e867350677cf",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cond-mat.mtrl-sci",
    "submitted_at": "2025-05-13T01:34:34Z",
    "title_canon_sha256": "8330fb41ea59fb3dd74c006bf13145c4fcfa74c83495431e58d7ba23113d60db"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.08159",
    "kind": "arxiv",
    "version": 3
  }
}