pith. sign in
Pith Number

pith:XVBTPEYT

pith:2021:XVBTPEYTDX26LNML4MDRWKMU57
not attested not anchored not stored refs pending

A Data-Driven Approach to Full-Field Damage and Failure Pattern Prediction in Microstructure-Dependent Composites using Deep Learning

Anuj Karpatne, Maryam Shakiba, Reza Sepasdar

arxiv:2104.04485 v1 · 2021-04-09 · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{XVBTPEYTDX26LNML4MDRWKMU57}

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 2026-07-05T04:29:08.168694Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

bd433793131df5e5b58be3071b2994efee344ce4b821e0d85712e0e34e17d518

Aliases

arxiv: 2104.04485 · arxiv_version: 2104.04485v1 · doi: 10.48550/arxiv.2104.04485 · pith_short_12: XVBTPEYTDX26 · pith_short_16: XVBTPEYTDX26LNML · pith_short_8: XVBTPEYT
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/XVBTPEYTDX26LNML4MDRWKMU57 \
  | 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: bd433793131df5e5b58be3071b2994efee344ce4b821e0d85712e0e34e17d518
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "b0e78e49fb9dd0e2d4fb46ca36f0cda44222f9f21e77212e7802c6faf38c9d9a",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-04-09T17:11:50Z",
    "title_canon_sha256": "ea38384dd2b71e5dba8859410de62ec777aa0d1cc580d60fe331bda364181343"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2104.04485",
    "kind": "arxiv",
    "version": 1
  }
}