Pith Number

pith:NKE5QJP7

pith:2022:NKE5QJP7C5BSQJU3EE6Y6VW4AF

not attested not anchored not stored refs pending

Physics-Informed Machine Learning: A Survey on Problems, Methods and Applications

Chengyang Ying, Hang Su, Jun Zhu, Songming Liu, Yao Feng, Yichi Zhang, Zhongkai Hao

arxiv:2211.08064 v2 · 2022-11-15 · cs.LG · cs.AI · cs.CV · cs.NA · math.NA

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NKE5QJP7C5BSQJU3EE6Y6VW4AF}

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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

12 papers in Pith

A Physics-Informed Fourier-Wavelet Transformer for Multiscale Computational Fluid Dynamics Surrogate Modeling

OrthoReg: Orthogonal Regularization for Hybrid Symbolic-Neural Dynamical Systems

A Hybrid GNN-FEM Framework for Phase-Field Fracture Simulation. Physics-Preserving Hybridization for Generalizable Surrogate Modeling

A Scoping Review of Physics Informed Machine Learning for Wave Propagation Modeling in Seismology

PINNsur: Physics-Informed Neural Networks for PDEs on Curved Surfaces

Receipt and verification

First computed	2026-07-05T05:48:42.401026Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6a89d825ff174328269b213d8f56dc015b0d99a3a643c555d4c31d44f2e91d67

Aliases

arxiv: 2211.08064 · arxiv_version: 2211.08064v2 · doi: 10.48550/arxiv.2211.08064 · pith_short_12: NKE5QJP7C5BS · pith_short_16: NKE5QJP7C5BSQJU3 · pith_short_8: NKE5QJP7

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/NKE5QJP7C5BSQJU3EE6Y6VW4AF \
  | 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: 6a89d825ff174328269b213d8f56dc015b0d99a3a643c555d4c31d44f2e91d67

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6b03784e2d603b1235dd853b0dbc6809a0e59924991d49d06964ac2f1a4af32d",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV",
      "cs.NA",
      "math.NA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-15T11:34:30Z",
    "title_canon_sha256": "2f640f304f815fb3ed764edecca6d221bb03a136cda41ac726972af068ec20c3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.08064",
    "kind": "arxiv",
    "version": 2
  }
}