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Pith Number

pith:6FSY7Z6A

pith:2022:6FSY7Z6AYZGIOVCUTU2QQB4L7I
not attested not anchored not stored refs pending

Efficient Learning of Accurate Surrogates for Simulations of Complex Systems

A. Diaw, I. Sagert, L. G. Stanton, M. McKerns, M. S. Murillo

arxiv:2207.12855 v3 · 2022-07-11 · cs.LG · nucl-th · physics.comp-ph · physics.data-an · physics.plasm-ph

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{6FSY7Z6AYZGIOVCUTU2QQB4L7I}

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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

Receipt and verification
First computed 2026-07-05T08:20:05.901894Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

f1658fe7c0c64c8754549d3508078bfa33985be9de85d85f853e92d49ff08a63

Aliases

arxiv: 2207.12855 · arxiv_version: 2207.12855v3 · doi: 10.48550/arxiv.2207.12855 · pith_short_12: 6FSY7Z6AYZGI · pith_short_16: 6FSY7Z6AYZGIOVCU · pith_short_8: 6FSY7Z6A
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/6FSY7Z6AYZGIOVCUTU2QQB4L7I \
  | 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: f1658fe7c0c64c8754549d3508078bfa33985be9de85d85f853e92d49ff08a63
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "cbf19034c9da06ae41df05169fcf6e529944a24f4c3231c7c674d05ad74ed31b",
    "cross_cats_sorted": [
      "nucl-th",
      "physics.comp-ph",
      "physics.data-an",
      "physics.plasm-ph"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-07-11T20:51:11Z",
    "title_canon_sha256": "162db07551cc68ecc2a61157876981e9d48929d09df52e8642584fafe5aad02f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2207.12855",
    "kind": "arxiv",
    "version": 3
  }
}