Pith Number

pith:GNONPH3E

pith:2021:GNONPH3EWPYIP7TDMQO5ESONTN

not attested not anchored not stored refs pending

Accelerated replica exchange stochastic gradient Langevin diffusion enhanced Bayesian DeepONet for solving noisy parametric PDEs

Christian Moya, Guang Lin, Zecheng Zhang

arxiv:2111.02484 v1 · 2021-11-03 · math.NA · cs.LG · cs.NA

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GNONPH3EWPYIP7TDMQO5ESONTN}

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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

A Multimodal PDE Foundation Model for Prediction and Scientific Text Descriptions

Receipt and verification

First computed	2026-07-05T03:28:52.108820Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

335cd79f64b3f087fe63641dd249cd9b57a0e27469525593e5e5de80413b3ba3

Aliases

arxiv: 2111.02484 · arxiv_version: 2111.02484v1 · doi: 10.48550/arxiv.2111.02484 · pith_short_12: GNONPH3EWPYI · pith_short_16: GNONPH3EWPYIP7TD · pith_short_8: GNONPH3E

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/GNONPH3EWPYIP7TDMQO5ESONTN \
  | 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: 335cd79f64b3f087fe63641dd249cd9b57a0e27469525593e5e5de80413b3ba3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6083e43f283538cdd1f9da47ca64b716f50dea1a4834dfdf31e5f02054b92bb1",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.NA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "math.NA",
    "submitted_at": "2021-11-03T19:23:59Z",
    "title_canon_sha256": "4f6db09e11c23d5ac3685f019cac9b449fcaac1546197bd8172057a9c0b868f9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2111.02484",
    "kind": "arxiv",
    "version": 1
  }
}