Pith Number

pith:4QIGYDXN

pith:2023:4QIGYDXNK2OH2MIYOGCH7UXIFF

not attested not anchored not stored refs pending

Accelerate Langevin Sampling with Birth-Death Process and Exploration Component

Jianfeng Lu, Lezhi Tan

arxiv:2305.05529 v2 · 2023-05-06 · stat.CO · cs.LG · math.PR · math.ST · stat.ML · 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{4QIGYDXNK2OH2MIYOGCH7UXIFF}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

Solving Inverse Problems via Diffusion-Based Priors: An Approximation-Free Ensemble Sampling Approach

Receipt and verification

First computed	2026-07-05T11:14:45.395877Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e4106c0eed569c7d311871847fd2e82964429da4a6467ce8273d84352675ec97

Aliases

arxiv: 2305.05529 · arxiv_version: 2305.05529v2 · doi: 10.48550/arxiv.2305.05529 · pith_short_12: 4QIGYDXNK2OH · pith_short_16: 4QIGYDXNK2OH2MIY · pith_short_8: 4QIGYDXN

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/4QIGYDXNK2OH2MIYOGCH7UXIFF \
  | 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: e4106c0eed569c7d311871847fd2e82964429da4a6467ce8273d84352675ec97

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1a90dd3092cf182a939fbb8d6ce177b46de4bae43fae41185f5dfe8209b068cb",
    "cross_cats_sorted": [
      "cs.LG",
      "math.PR",
      "math.ST",
      "stat.ML",
      "stat.TH"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.CO",
    "submitted_at": "2023-05-06T23:52:16Z",
    "title_canon_sha256": "1006b80b47a38c732b04707d0b4240fd6d6b5bc448cef135a7610b861c100995"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.05529",
    "kind": "arxiv",
    "version": 2
  }
}