Pith Number

pith:R344SPKD

pith:2024:R344SPKDCS4T5UM37FMPW4RNGX

not attested not anchored not stored refs pending

A Scalable Real-Time Data Assimilation Framework for Predicting Turbulent Atmosphere Dynamics

Dan Lu, Feng Bao, Guannan Zhang, Hristo G. Chipilski, Junqi Yin, Siming Liang, Siyan Liu

arxiv:2407.12168 v1 · 2024-07-16 · cs.LG · math.DS · physics.ao-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{R344SPKDCS4T5UM37FMPW4RNGX}

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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

Exact Conditional Score-Guided Generative Modeling for Amortized Inference in Uncertainty Quantification

Receipt and verification

First computed	2026-07-05T08:45:00.839648Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8ef9c93d4314b93ed19bf958fb722d35cbbcb0b24d189b00048292485d35b3ba

Aliases

arxiv: 2407.12168 · arxiv_version: 2407.12168v1 · doi: 10.48550/arxiv.2407.12168 · pith_short_12: R344SPKDCS4T · pith_short_16: R344SPKDCS4T5UM3 · pith_short_8: R344SPKD

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/R344SPKDCS4T5UM37FMPW4RNGX \
  | 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: 8ef9c93d4314b93ed19bf958fb722d35cbbcb0b24d189b00048292485d35b3ba

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6405730f7093433472837b8b75941f4c67af615cc92f968ed6bf5efd2263474d",
    "cross_cats_sorted": [
      "math.DS",
      "physics.ao-ph"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-16T20:44:09Z",
    "title_canon_sha256": "d867eaac4bedae482ca79ff6e95ff13b4f97893570db6f0fd239bf9b25594ee8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.12168",
    "kind": "arxiv",
    "version": 1
  }
}