Pith Number

pith:3IBFWPBE

pith:2022:3IBFWPBEWL7F2RDZYJX7R6Y6IS

not attested not anchored not stored refs pending

Residual-based physics-informed transfer learning: A hybrid method for accelerating long-term CFD simulations via deep learning

Joongoo Jeon, Juhyeong Lee, Ricardo Vinuesa, Sung Joong Kim

arxiv:2206.06817 v3 · 2022-06-14 · physics.flu-dyn · cs.LG

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\usepackage{pith}
\pithnumber{3IBFWPBEWL7F2RDZYJX7R6Y6IS}

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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

1 paper in Pith

Physics-Informed Neural Networks with Learnable Loss Balancing and Transfer Learning

Receipt and verification

First computed	2026-07-05T07:16:32.207463Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

da025b3c24b2fe5d4479c26ff8fb1e44b387434a220123405e121aaeffbf37f8

Aliases

arxiv: 2206.06817 · arxiv_version: 2206.06817v3 · doi: 10.48550/arxiv.2206.06817 · pith_short_12: 3IBFWPBEWL7F · pith_short_16: 3IBFWPBEWL7F2RDZ · pith_short_8: 3IBFWPBE

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/3IBFWPBEWL7F2RDZYJX7R6Y6IS \
  | 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: da025b3c24b2fe5d4479c26ff8fb1e44b387434a220123405e121aaeffbf37f8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "810fcc880e997b8c51fe6aee0cc7abb03df83c874915b402e962f73a221e81df",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "physics.flu-dyn",
    "submitted_at": "2022-06-14T13:11:22Z",
    "title_canon_sha256": "59e318987de222ddcec7005d2598d746630c42c910db292e348aa2b6759aa175"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.06817",
    "kind": "arxiv",
    "version": 3
  }
}