Pith Number

pith:YR3VL2QM

pith:2024:YR3VL2QMIQTVFXSIG6IFGJUF7F

not attested not anchored not stored refs pending

Explain Like I'm Five: Using LLMs to Improve PDE Surrogate Models with Text

Amir Barati Farimani, Cooper Lorsung

arxiv:2410.01137 v5 · 2024-10-02 · cs.LG · physics.comp-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{YR3VL2QMIQTVFXSIG6IFGJUF7F}

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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

PDEformer-2: A Versatile Foundation Model for Two-Dimensional Partial Differential Equations

Receipt and verification

First computed	2026-07-05T10:18:10.308698Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c47755ea0c442752de483790532685f956b9cb8394c59f687272df5eae2821b9

Aliases

arxiv: 2410.01137 · arxiv_version: 2410.01137v5 · doi: 10.48550/arxiv.2410.01137 · pith_short_12: YR3VL2QMIQTV · pith_short_16: YR3VL2QMIQTVFXSI · pith_short_8: YR3VL2QM

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/YR3VL2QMIQTVFXSIG6IFGJUF7F \
  | 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: c47755ea0c442752de483790532685f956b9cb8394c59f687272df5eae2821b9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9f4cb6623ae7c1fc54af573c56bb63a1d4200d3c9d98c50f2aee6d5b81a5198c",
    "cross_cats_sorted": [
      "physics.comp-ph"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-02T00:19:20Z",
    "title_canon_sha256": "b15549ff31a88781b0596958a957c97165a246752a778e256a5bbd061c8f8a6f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.01137",
    "kind": "arxiv",
    "version": 5
  }
}