Pith. sign in
Pith Number

pith:PIUA45WT

pith:2025:PIUA45WT2EGDZ6WUTAQAOKOWJV
not attested not anchored not stored refs pending

Least-Squares-Embedded Optimization for Accelerated Convergence of PINNs in Acoustic Wavefield Simulations

David Pardo, Mohammad Mahdi Abedi, Tariq Alkhalifah

arxiv:2504.16553 v1 · 2025-04-23 · cs.LG · physics.comp-ph · physics.geo-ph

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{PIUA45WT2EGDZ6WUTAQAOKOWJV}

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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 2026-07-05T10:53:01.459905Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

7a280e76d3d10c3cfad498200729d64d7dd5c7ada87a580e293cfedc50aa2a17

Aliases

arxiv: 2504.16553 · arxiv_version: 2504.16553v1 · doi: 10.48550/arxiv.2504.16553 · pith_short_12: PIUA45WT2EGD · pith_short_16: PIUA45WT2EGDZ6WU · pith_short_8: PIUA45WT
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/PIUA45WT2EGDZ6WUTAQAOKOWJV \
  | 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: 7a280e76d3d10c3cfad498200729d64d7dd5c7ada87a580e293cfedc50aa2a17
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "75144d4d935fe765465c5cad9965b3ca333a1c733026fb1eff9a6fda78d21c29",
    "cross_cats_sorted": [
      "physics.comp-ph",
      "physics.geo-ph"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-04-23T09:32:14Z",
    "title_canon_sha256": "5cb3ef42ba8d7c1c7e87a593249d8bfbe5833c45fd38e128bbd395359e6069e1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.16553",
    "kind": "arxiv",
    "version": 1
  }
}