Pith Number

pith:GZLFDPRB

pith:2018:GZLFDPRBZIS5UNXJOV3VANMWID

not attested not anchored not stored refs pending

Simulated Tempering Langevin Monte Carlo II: An Improved Proof using Soft Markov Chain Decomposition

Andrej Risteski, Holden Lee, Rong Ge

arxiv:1812.00793 v3 · 2018-11-29 · cs.LG · cs.DS · math.PR · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GZLFDPRBZIS5UNXJOV3VANMWID}

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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

3 papers in Pith

The tractability landscape of diffusion alignment: regularization, rewards, and computational primitives

Slowly Annealed Langevin Dynamics: Theory and Applications to Training-Free Guided Generation

Rapid convergence of tempering chains to multimodal Gibbs measures

Receipt and verification

First computed	2026-07-05T01:34:03.779005Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

365651be21ca25da36e9757750359640c8b52e0d18dce318e9fa5853355621ed

Aliases

arxiv: 1812.00793 · arxiv_version: 1812.00793v3 · doi: 10.48550/arxiv.1812.00793 · pith_short_12: GZLFDPRBZIS5 · pith_short_16: GZLFDPRBZIS5UNXJ · pith_short_8: GZLFDPRB

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/GZLFDPRBZIS5UNXJOV3VANMWID \
  | 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: 365651be21ca25da36e9757750359640c8b52e0d18dce318e9fa5853355621ed

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f7780d8b0292af9f5eec3658b97a5a2d08994ba3ce982d9cbc1add19a59eefe0",
    "cross_cats_sorted": [
      "cs.DS",
      "math.PR",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-11-29T19:27:33Z",
    "title_canon_sha256": "900f8a6c3c4c267d15977cf4d2580bf990642fef534a9dea57c1f084462c765a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1812.00793",
    "kind": "arxiv",
    "version": 3
  }
}