Pith Number

pith:TSAEQIQX

pith:2023:TSAEQIQXXV2YLZEGQWTXKXU244

not attested not anchored not stored refs pending

Rethinking materials simulations: Blending direct numerical simulations with neural operators

George Em Karniadakis, Khemraj Shukla, Remi Dingreville, Saaketh Desai, Vivek Oommen

arxiv:2312.05410 v1 · 2023-12-08 · cs.LG · physics.comp-ph

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TSAEQIQXXV2YLZEGQWTXKXU244}

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	2026-07-05T07:22:04.016631Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9c80482217bd7585e48685a7755e9ae7324634c2f86c4f7825aef9ebb8514561

Aliases

arxiv: 2312.05410 · arxiv_version: 2312.05410v1 · doi: 10.48550/arxiv.2312.05410 · pith_short_12: TSAEQIQXXV2Y · pith_short_16: TSAEQIQXXV2YLZEG · pith_short_8: TSAEQIQX

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/TSAEQIQXXV2YLZEGQWTXKXU244 \
  | 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: 9c80482217bd7585e48685a7755e9ae7324634c2f86c4f7825aef9ebb8514561

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "55157cf912e7983367ba06e41627af1fb4e56cff1c5b4c416f137fe8c4a13f24",
    "cross_cats_sorted": [
      "physics.comp-ph"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-08T23:44:54Z",
    "title_canon_sha256": "c6d8ae75b652f4f02cd654a7cb85e8401031b7c6b6a62523b4a600b3054a8eb9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.05410",
    "kind": "arxiv",
    "version": 1
  }
}