Pith Number

pith:WMRTDCNG

pith:2023:WMRTDCNGGW6SHOFHZVCPOY7CBV

not attested not anchored not stored refs pending

Learning from Predictions: Fusing Training and Autoregressive Inference for Long-Term Spatiotemporal Forecasts

Pantelis R. Vlachas, Petros Koumoutsakos

arxiv:2302.11101 v1 · 2023-02-22 · cs.LG · nlin.CD · physics.comp-ph · physics.flu-dyn

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WMRTDCNGGW6SHOFHZVCPOY7CBV}

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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

Improving Long-term Autoregressive Spatiotemporal Predictions: A Proof of Concept with Fluid Dynamics

Receipt and verification

First computed	2026-07-05T05:44:30.477536Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b3233189a635bd23b8a7cd44f763e20d50157fab33f8f349385e0b34f0c8aacc

Aliases

arxiv: 2302.11101 · arxiv_version: 2302.11101v1 · doi: 10.48550/arxiv.2302.11101 · pith_short_12: WMRTDCNGGW6S · pith_short_16: WMRTDCNGGW6SHOFH · pith_short_8: WMRTDCNG

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/WMRTDCNGGW6SHOFHZVCPOY7CBV \
  | 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: b3233189a635bd23b8a7cd44f763e20d50157fab33f8f349385e0b34f0c8aacc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "11754ea6de2b6010dc04c92753e97140cafb3d8ffe32f21d0fe18723be9d3df6",
    "cross_cats_sorted": [
      "nlin.CD",
      "physics.comp-ph",
      "physics.flu-dyn"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-22T02:46:54Z",
    "title_canon_sha256": "f32d8b25bc253069a719141710f35d9a03ac28f7524a5eec8abc1f950b63a36f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.11101",
    "kind": "arxiv",
    "version": 1
  }
}