Pith Number

pith:VA636BGA

pith:2019:VA636BGA2YQGSVGV4CC6R6IDAX

not attested not anchored not stored refs pending

Backpropagation Algorithms and Reservoir Computing in Recurrent Neural Networks for the Forecasting of Complex Spatiotemporal Dynamics

Brian R. Hunt, Edward Ott, Jaideep Pathak, Michelle Girvan, Pantelis R. Vlachas, Petros Koumoutsakos, Themistoklis P. Sapsis

arxiv:1910.05266 v2 · 2019-10-09 · eess.SP · cs.LG · physics.flu-dyn

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\usepackage{pith}
\pithnumber{VA636BGA2YQGSVGV4CC6R6IDAX}

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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

2 papers in Pith

WLNO: Wavelet-Laplace Neural Operator for Solving Partial Differential Equations

Parallel-in-Time Training of Recurrent Neural Networks for Dynamical Systems Reconstruction

Receipt and verification

First computed	2026-07-05T00:41:13.088505Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a83dbf04c0d6206954d5e085e8f90305d5658d695337e44d9646f97dada83114

Aliases

arxiv: 1910.05266 · arxiv_version: 1910.05266v2 · doi: 10.48550/arxiv.1910.05266 · pith_short_12: VA636BGA2YQG · pith_short_16: VA636BGA2YQGSVGV · pith_short_8: VA636BGA

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/VA636BGA2YQGSVGV4CC6R6IDAX \
  | 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: a83dbf04c0d6206954d5e085e8f90305d5658d695337e44d9646f97dada83114

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "09fb1b1c48b311499707310ed7e5630357d6c95b89128a494f2471a7b55d03fe",
    "cross_cats_sorted": [
      "cs.LG",
      "physics.flu-dyn"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.SP",
    "submitted_at": "2019-10-09T23:15:32Z",
    "title_canon_sha256": "f3b91bf0a384a5322303824c1ce58926738d8f53133dfbcff88da4ef966fb590"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1910.05266",
    "kind": "arxiv",
    "version": 2
  }
}