Pith Number

pith:NXJPZ7A3

pith:2024:NXJPZ7A3ONENBWXI3OMDSMGEUB

not attested not anchored not stored refs pending

The Well: a Large-Scale Collection of Diverse Physics Simulations for Machine Learning

Blakesley Burkhart, Bruno R\'egaldo-Saint Blancard, Daniel Fortunato, Drummond B. Fielding, Fran\c{c}ois Rozet, Fruzsina J. Agocs, Jared A. Goldberg, Jeff Shen, Jonah Miller, Keaton Burns, Keiya Hirashima, Liam H. Parker, Lucas Meyer, Marsha Berger, Michael McCabe, Miguel Beneitez, Miles Cranmer, Payel Mukhopadhyay, Rich R. Kerswell, Romain Watteaux, Ruben Ohana, Rudy Morel, Shirley Ho, Stefan S. Nixon, Stuart B. Dalziel, Suryanarayana Maddu, Yan-Fei Jiang

arxiv:2412.00568 v2 · 2024-11-30 · cs.LG · 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{NXJPZ7A3ONENBWXI3OMDSMGEUB}

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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

5 papers in Pith

Otter Weather: Skillful and Computationally Efficient Medium-Range Weather Forecasting

ThousandWorlds: A benchmark for climate emulation of potentially habitable exoplanets

Semigroup Consistency as a Diagnostic for Learned Physics Simulators

Sparse probes and murky physics: a case study of interpretability challenges in a foundation model for continuum dynamics

Flow marching for a generative PDE foundation model

Receipt and verification

First computed	2026-07-05T10:18:11.460399Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6dd2fcfc1b7348d0dae8db983930c4a04fa21938e6910e92bebd3855a7b8bd3b

Aliases

arxiv: 2412.00568 · arxiv_version: 2412.00568v2 · doi: 10.48550/arxiv.2412.00568 · pith_short_12: NXJPZ7A3ONEN · pith_short_16: NXJPZ7A3ONENBWXI · pith_short_8: NXJPZ7A3

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/NXJPZ7A3ONENBWXI3OMDSMGEUB \
  | 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: 6dd2fcfc1b7348d0dae8db983930c4a04fa21938e6910e92bebd3855a7b8bd3b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b3202bcbd2b698d2ec7da94ad47fba820037e862c6ea97c304664efc22893053",
    "cross_cats_sorted": [
      "physics.flu-dyn"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-30T19:42:14Z",
    "title_canon_sha256": "b31bbc906549ce3af8a5e6b6967a5957e2b7e29838ba3d5c5163d0c85b7a2f29"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.00568",
    "kind": "arxiv",
    "version": 2
  }
}