Pith Number

pith:ZVJF373N

pith:2024:ZVJF373NXC2PT3E7JFHAI5JBAE

not attested not anchored not stored refs pending

On Foundation Models for Dynamical Systems from Purely Synthetic Data

Andres Felipe Posada-Moreno, Friedrich Solowjow, Martin Ziegler, Sebastian Trimpe

arxiv:2412.00395 v2 · 2024-11-30 · cs.LG · cs.RO · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZVJF373NXC2PT3E7JFHAI5JBAE}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

Sailing Towards Zero-Shot State Estimation using Foundation Models Combined with a UKF

Receipt and verification

First computed	2026-07-05T09:50:07.703208Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cd525dff6db8b4f9ec9f494e047521013cfdc960abffa128e874008f2a0be5ad

Aliases

arxiv: 2412.00395 · arxiv_version: 2412.00395v2 · doi: 10.48550/arxiv.2412.00395 · pith_short_12: ZVJF373NXC2P · pith_short_16: ZVJF373NXC2PT3E7 · pith_short_8: ZVJF373N

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/ZVJF373NXC2PT3E7JFHAI5JBAE \
  | 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: cd525dff6db8b4f9ec9f494e047521013cfdc960abffa128e874008f2a0be5ad

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2dadfa7ea32a726fa6343c0b4950f93945bf827dcddc5eced77599de42cf35c5",
    "cross_cats_sorted": [
      "cs.RO",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-30T08:34:10Z",
    "title_canon_sha256": "48f6f57cd799a97bb8dd0a23700eb46ded7d99b16a5816c360192bb0c13b1dff"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.00395",
    "kind": "arxiv",
    "version": 2
  }
}