Pith Number

pith:3I6F3OXB

pith:2017:3I6F3OXBAKAPAOTNG7K67XEKRT

not attested not anchored not stored refs pending

Physics Informed Deep Learning (Part II): Data-driven Discovery of Nonlinear Partial Differential Equations

George Em Karniadakis, Maziar Raissi, Paris Perdikaris

arxiv:1711.10566 v1 · 2017-11-28 · cs.AI · cs.LG · math.AP · math.NA · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3I6F3OXBAKAPAOTNG7K67XEKRT}

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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

8 papers in Pith

Physics-Informed Neural Networks for Securing Water Distribution Systems

Deep learning applied to computational mechanics: A comprehensive review, state of the art, and the classics

Bayesian Reasoning for Physics Informed Neural Networks

Physics-Informed Generative Solver: Bridging Data-Driven Priors and Conservation Laws for Stable Spatiotemporal Field Reconstruction

Amalgamation of Physics-Informed Neural Network and LBM for the Prediction of Unsteady Fluid Flows in Fractal-Rough Microchannels

Receipt and verification

First computed	2026-05-18T00:29:17.765272Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

da3c5dbae10280f03a6d37d5efdc8a8cdb5e366c9b6a4ea04da53ba366328ba4

Aliases

arxiv: 1711.10566 · arxiv_version: 1711.10566v1 · doi: 10.48550/arxiv.1711.10566 · pith_short_12: 3I6F3OXBAKAP · pith_short_16: 3I6F3OXBAKAPAOTN · pith_short_8: 3I6F3OXB

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/3I6F3OXBAKAPAOTNG7K67XEKRT \
  | 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: da3c5dbae10280f03a6d37d5efdc8a8cdb5e366c9b6a4ea04da53ba366328ba4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9c94b2de115fdcf9af328043873acf06e3366cd0bac7dec6306e6d6f541ee05d",
    "cross_cats_sorted": [
      "cs.LG",
      "math.AP",
      "math.NA",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2017-11-28T21:29:35Z",
    "title_canon_sha256": "ec4848100fa5a2b48c677d517d9245788e360dca192e05b98e9c33d579e0d304"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1711.10566",
    "kind": "arxiv",
    "version": 1
  }
}