Pith Number

pith:WY53Q5R4

pith:2021:WY53Q5R4HQR5UJSCGDIMM7ZDSY

not attested not anchored not stored refs pending

One-Shot Transfer Learning of Physics-Informed Neural Networks

Hayden Joy, Marios Mattheakis, Pavlos Protopapas, Shaan Desai, Stephen Roberts

arxiv:2110.11286 v2 · 2021-10-21 · cs.LG · physics.comp-ph

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WY53Q5R4HQR5UJSCGDIMM7ZDSY}

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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

5 papers in Pith

Physics-Informed Neural Embeddings of PDE Solution Families

RealDiffusion: Physics-informed Attention for Multi-character Storybook Generation

Compositional Meta-Learning for Mitigating Task Heterogeneity in Physics-Informed Neural Networks

Chebyshev-Augmented One-Shot Transfer Learning for PINNs on Nonlinear Differential Equations

Transferable Physics-Informed Representations via Closed-Form Head Adaptation

Receipt and verification

First computed	2026-07-05T04:37:28.753313Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b63bb8763c3c23da264230d0c67f23961b0c1663604f0c297f56473fec4f1e08

Aliases

arxiv: 2110.11286 · arxiv_version: 2110.11286v2 · doi: 10.48550/arxiv.2110.11286 · pith_short_12: WY53Q5R4HQR5 · pith_short_16: WY53Q5R4HQR5UJSC · pith_short_8: WY53Q5R4

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/WY53Q5R4HQR5UJSCGDIMM7ZDSY \
  | 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: b63bb8763c3c23da264230d0c67f23961b0c1663604f0c297f56473fec4f1e08

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "39343aa83fc9b26cf63ca04e088a88db845610ec95d05f6345d180301b6a6ec9",
    "cross_cats_sorted": [
      "physics.comp-ph"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-10-21T17:14:58Z",
    "title_canon_sha256": "e1a1b729d15b610688aa95fb0b461c97a0470df0ef3c1a2006f5e62985023c92"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.11286",
    "kind": "arxiv",
    "version": 2
  }
}