Pith Number

pith:IVP7FMFR

pith:2018:IVP7FMFRYIDNSQE3J4FSZ2OE2K

not attested not anchored not stored refs pending

Learning to fail: Predicting fracture evolution in brittle material models using recurrent graph convolutional neural networks

Allon G. Percus, Bryan A. Moore, Bryce Rogan, Diana Y. Lee, Esteban Rougier, Gowri Srinivasan, Hari S. Viswanathan, Max Schwarzer, Viet T. Chau, Yadong Ruan, Zhengming Song

arxiv:1810.06118 v3 · 2018-10-14 · cond-mat.mtrl-sci · cs.LG · physics.data-an · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IVP7FMFRYIDNSQE3J4FSZ2OE2K}

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	2026-05-17T23:51:14.152664Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

455ff2b0b1c206d9409b4f0b2ce9c4d2b27236424b8a6a6d0ac8bb1672caf014

Aliases

arxiv: 1810.06118 · arxiv_version: 1810.06118v3 · doi: 10.48550/arxiv.1810.06118 · pith_short_12: IVP7FMFRYIDN · pith_short_16: IVP7FMFRYIDNSQE3 · pith_short_8: IVP7FMFR

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/IVP7FMFRYIDNSQE3J4FSZ2OE2K \
  | 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: 455ff2b0b1c206d9409b4f0b2ce9c4d2b27236424b8a6a6d0ac8bb1672caf014

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3fd5a24ec42ba609a9ef457129a7b066b394ceaea125d30378dbf2b01900d7a0",
    "cross_cats_sorted": [
      "cs.LG",
      "physics.data-an",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cond-mat.mtrl-sci",
    "submitted_at": "2018-10-14T22:38:18Z",
    "title_canon_sha256": "d7201d0c1378ea811aa62afd12e4d3ca50ed6d8aaad8e4290bf4f9697df1282e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1810.06118",
    "kind": "arxiv",
    "version": 3
  }
}