Pith Number

pith:XTYN6B6S

pith:2024:XTYN6B6SPFFMJ6C6EGD4MEU452

not attested not anchored not stored refs pending

Parameterized Physics-informed Neural Networks for Parameterized PDEs

Dongeun Lee, Haksoo Lim, Kookjin Lee, Minju Jo, Noseong Park, Sanghyun Hong, Woojin Cho

arxiv:2408.09446 v1 · 2024-08-18 · cs.LG · cs.NA · math.NA · physics.comp-ph

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XTYN6B6SPFFMJ6C6EGD4MEU452}

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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.

Cited by

3 papers in Pith

Adaptive Hard-Soft Physics-Informed Neural Networks for Robust Boundary-Constrained PDE Solving

Disentangled Latent Dynamics Manifold Fusion for Solving Parameterized PDEs

Material-agnostic temperature field prediction for metal additive manufacturing via a parametric PINN framework

Receipt and verification

First computed	2026-07-05T08:56:32.615869Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bcf0df07d2794ac4f85e2187c6129cee9c3ae7d175211ad6a8b3fb9476e7ef4d

Aliases

arxiv: 2408.09446 · arxiv_version: 2408.09446v1 · doi: 10.48550/arxiv.2408.09446 · pith_short_12: XTYN6B6SPFFM · pith_short_16: XTYN6B6SPFFMJ6C6 · pith_short_8: XTYN6B6S

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/XTYN6B6SPFFMJ6C6EGD4MEU452 \
  | 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: bcf0df07d2794ac4f85e2187c6129cee9c3ae7d175211ad6a8b3fb9476e7ef4d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9e70843a4f365aa53eb5592e99d41a545a7d82090fd09548c4b2f93c12463489",
    "cross_cats_sorted": [
      "cs.NA",
      "math.NA",
      "physics.comp-ph"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-08-18T11:58:22Z",
    "title_canon_sha256": "a5697216928138b7aea1a1b9d214ee9f8fadf1661f9ca000d4c44ed8f1aa46b5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.09446",
    "kind": "arxiv",
    "version": 1
  }
}