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Pith Number

pith:SRDDWXHM

pith:2022:SRDDWXHMTZX7AN4TKF4IHIGYGA
not attested not anchored not stored refs pending

Contrastive Neural Ratio Estimation for Simulation-based Inference

Benjamin Kurt Miller, Christoph Weniger, Patrick Forr\'e

arxiv:2210.06170 v3 · 2022-10-11 · stat.ML · astro-ph.IM · cs.LG · hep-ph

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\usepackage{pith}
\pithnumber{SRDDWXHMTZX7AN4TKF4IHIGYGA}

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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 2026-07-05T08:40:04.734961Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

94463b5cec9e6ff03793517883a0d8300e8c114306f7074fb036cfef1e229c81

Aliases

arxiv: 2210.06170 · arxiv_version: 2210.06170v3 · doi: 10.48550/arxiv.2210.06170 · pith_short_12: SRDDWXHMTZX7 · pith_short_16: SRDDWXHMTZX7AN4T · pith_short_8: SRDDWXHM
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/SRDDWXHMTZX7AN4TKF4IHIGYGA \
  | 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: 94463b5cec9e6ff03793517883a0d8300e8c114306f7074fb036cfef1e229c81
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "f84fff02fd0e5c28fe08b6fc9a543d421b640e66afe1e9eab01541016081ae7d",
    "cross_cats_sorted": [
      "astro-ph.IM",
      "cs.LG",
      "hep-ph"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2022-10-11T00:12:51Z",
    "title_canon_sha256": "38e6e9d1b38882b455e85e96d5460549bb7069201e579c8a88c61c2c6ca84d9c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.06170",
    "kind": "arxiv",
    "version": 3
  }
}