Pith. sign in
Pith Number

pith:XEPXX2UI

pith:2023:XEPXX2UIP2N3UDDTPC7CB4ZCWL
not attested not anchored not stored refs pending

Theoretical guarantees for neural control variates in MCMC

Alexey Naumov, Artur Goldman, Denis Belomestny, Sergey Samsonov

arxiv:2304.01111 v2 · 2023-04-03 · math.ST · cs.LG · math.PR · stat.ME · stat.ML · stat.TH

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{XEPXX2UIP2N3UDDTPC7CB4ZCWL}

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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.
Receipt and verification
First computed 2026-07-05T09:26:54.998872Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

b91f7bea887e9bba0c7378be20f322b2c794d5860dd00bd42c20773833d1810c

Aliases

arxiv: 2304.01111 · arxiv_version: 2304.01111v2 · doi: 10.48550/arxiv.2304.01111 · pith_short_12: XEPXX2UIP2N3 · pith_short_16: XEPXX2UIP2N3UDDT · pith_short_8: XEPXX2UI
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/XEPXX2UIP2N3UDDTPC7CB4ZCWL \
  | 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: b91f7bea887e9bba0c7378be20f322b2c794d5860dd00bd42c20773833d1810c
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "98a4286d9e341d26acc489225d3d5864ecf768562b1d16b55a92003e19ab282a",
    "cross_cats_sorted": [
      "cs.LG",
      "math.PR",
      "stat.ME",
      "stat.ML",
      "stat.TH"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "math.ST",
    "submitted_at": "2023-04-03T16:14:31Z",
    "title_canon_sha256": "813a52130d37f669fbe8d05c91187447a3e5c0031f37a4bf970753799eb74b86"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.01111",
    "kind": "arxiv",
    "version": 2
  }
}