Pith Number

pith:CZH7SXLT

pith:2023:CZH7SXLTQN6O5H3SDQE3SQASQ3

not attested not anchored not stored refs pending

Towards Foundation Models for Scientific Machine Learning: Characterizing Scaling and Transfer Behavior

Amir Gholami, Dmitriy Morozov, Kurt Keutzer, Michael Mahoney, Peter Harrington, Shashank Subramanian, Wahid Bhimji

arxiv:2306.00258 v1 · 2023-06-01 · cs.LG · cs.NA · math.NA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CZH7SXLTQN6O5H3SDQE3SQASQ3}

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

3 papers in Pith

PI-JEPA: Label-Free Surrogate Pretraining for Coupled Multiphysics Simulation via Operator-Split Latent Prediction

TokaMind for Power Grid: Cross-Domain Transfer from Fusion Plasma

A Hybridizable Neural Time Integrator for Stable Autoregressive Forecasting

Receipt and verification

First computed	2026-07-05T07:30:03.047089Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

164ff95d73837cee9f721c09b9401286ff98e39b1885d5a2bfc0a572b7dc70fc

Aliases

arxiv: 2306.00258 · arxiv_version: 2306.00258v1 · doi: 10.48550/arxiv.2306.00258 · pith_short_12: CZH7SXLTQN6O · pith_short_16: CZH7SXLTQN6O5H3S · pith_short_8: CZH7SXLT

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/CZH7SXLTQN6O5H3SDQE3SQASQ3 \
  | 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: 164ff95d73837cee9f721c09b9401286ff98e39b1885d5a2bfc0a572b7dc70fc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9fb3a984276c599ec0f87f6d4a7616adf76d11638de1866edacd8d6c5f5cc7a2",
    "cross_cats_sorted": [
      "cs.NA",
      "math.NA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-01T00:32:59Z",
    "title_canon_sha256": "e3f4444b52e573f983f54a17dd601f4dd3b52aec0c5d2e5f9a39db3283a1f249"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.00258",
    "kind": "arxiv",
    "version": 1
  }
}