Pith Number

pith:C75ILNEF

pith:2019:C75ILNEFFA46HYKWITQCBRVAPK

not attested not anchored not stored refs pending

Accelerating Langevin Sampling with Birth-death

James Nolen, Jianfeng Lu, Yulong Lu

arxiv:1905.09863 v1 · 2019-05-23 · stat.ML · cs.LG · math.AP · math.ST · stat.TH

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{C75ILNEFFA46HYKWITQCBRVAPK}

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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

2 papers in Pith

A note on the unique properties of the Kullback--Leibler divergence for sampling via gradient flows

Properties and limitations of geometric tempering for gradient flow dynamics

Receipt and verification

First computed	2026-05-17T23:45:14.266269Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

17fa85b4852839e3e15644e020c6a07a9a776473a7f51443bcf9a8469b30a091

Aliases

arxiv: 1905.09863 · arxiv_version: 1905.09863v1 · doi: 10.48550/arxiv.1905.09863 · pith_short_12: C75ILNEFFA46 · pith_short_16: C75ILNEFFA46HYKW · pith_short_8: C75ILNEF

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/C75ILNEFFA46HYKWITQCBRVAPK \
  | 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: 17fa85b4852839e3e15644e020c6a07a9a776473a7f51443bcf9a8469b30a091

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5127fed0d3f994706f7d224752a55c1ad8e49871335951915b89709c48532541",
    "cross_cats_sorted": [
      "cs.LG",
      "math.AP",
      "math.ST",
      "stat.TH"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2019-05-23T18:39:26Z",
    "title_canon_sha256": "5be8e54a3682917530e25bc460e21e32abc3c4b17bc40623ed9a760c9da63901"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1905.09863",
    "kind": "arxiv",
    "version": 1
  }
}