Pith Number

pith:F2AYXJVM

pith:2024:F2AYXJVMTSSCFPV6L6VACC36GH

not attested not anchored not stored refs pending

A Novel A.I Enhanced Reservoir Characterization with a Combined Mixture of Experts -- NVIDIA Modulus based Physics Informed Neural Operator Forward Model

Clement Etienam, Issam Said, Kaustubh Tangsali, Ken Hester, Oleg Ovcharenko, Pavel Dimitrov, Yang Juntao

arxiv:2404.14447 v1 · 2024-04-20 · cs.LG

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\usepackage{pith}
\pithnumber{F2AYXJVMTSSCFPV6L6VACC36GH}

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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

Sequential Physics-Constrained Neural Operator Forward Modeling for the $\textit{Norne}$ Reservoir System

Receipt and verification

First computed	2026-07-05T08:11:05.385704Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2e818ba6ac9ca422bebe5faa010b7e31c7fe3e958f0fa749dafced3fc831c681

Aliases

arxiv: 2404.14447 · arxiv_version: 2404.14447v1 · doi: 10.48550/arxiv.2404.14447 · pith_short_12: F2AYXJVMTSSC · pith_short_16: F2AYXJVMTSSCFPV6 · pith_short_8: F2AYXJVM

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/F2AYXJVMTSSCFPV6L6VACC36GH \
  | 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: 2e818ba6ac9ca422bebe5faa010b7e31c7fe3e958f0fa749dafced3fc831c681

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "06364472896050042b3024342d22a196f5d385750191872c6652d0f86ab1647d",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-04-20T10:28:24Z",
    "title_canon_sha256": "bf6ab7d5fc4252da341deacf12c0a34c99b800132ac5cba5c87421884487065b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.14447",
    "kind": "arxiv",
    "version": 1
  }
}