Pith Number

pith:REAHLDTP

pith:2022:REAHLDTP4TDZDOEYTF7VCOUNQK

not attested not anchored not stored refs pending

Transfer Learning with Physics-Informed Neural Networks for Efficient Simulation of Branched Flows

Blake Bullwinkel, Marios Mattheakis, Pavlos Protopapas, Rapha\"el Pellegrin

arxiv:2211.00214 v1 · 2022-11-01 · cs.LG · physics.comp-ph

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{REAHLDTP4TDZDOEYTF7VCOUNQK}

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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

ATLAS-NN: Adaptive Transfer Learnable Symplectic-aware Neural Network for Long-Time Hamiltonian Dynamics

Receipt and verification

First computed	2026-07-05T05:12:19.941792Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8900758e6fe4c791b898997f513a8d8283aff12e23dcc428ae35d8e9de12f7cf

Aliases

arxiv: 2211.00214 · arxiv_version: 2211.00214v1 · doi: 10.48550/arxiv.2211.00214 · pith_short_12: REAHLDTP4TDZ · pith_short_16: REAHLDTP4TDZDOEY · pith_short_8: REAHLDTP

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/REAHLDTP4TDZDOEYTF7VCOUNQK \
  | 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: 8900758e6fe4c791b898997f513a8d8283aff12e23dcc428ae35d8e9de12f7cf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1e47f415a2906c0e11cf2c4ae92c51f9fd51dfc4086ff1c03925497336d2819f",
    "cross_cats_sorted": [
      "physics.comp-ph"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-01T01:50:00Z",
    "title_canon_sha256": "f93d1661f7f391bec11ea3bb566e05e4e33e36bd59c19539b8613dac2a0a7e58"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.00214",
    "kind": "arxiv",
    "version": 1
  }
}