Pith Number

pith:UKKIVNV3

pith:2024:UKKIVNV3MLR6GDKXADFU5PUSTI

not attested not anchored not stored refs pending

Efficient and Unbiased Sampling of Boltzmann Distributions via Consistency Models

Fengzhe Zhang, Javier Antor\'an, Jiajun He, Jos\'e Miguel Hern\'andez-Lobato, Laurence I. Midgley

arxiv:2409.07323 v1 · 2024-09-11 · cs.LG · 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{UKKIVNV3MLR6GDKXADFU5PUSTI}

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

A Unified Framework for Data-Free One-Step Sampling via Wasserstein Gradient Flows

Receipt and verification

First computed	2026-07-05T09:05:56.273296Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a2948ab6bb62e3e30d5700cb4ebe929a060d83daa7a5b0879debddb32508b0aa

Aliases

arxiv: 2409.07323 · arxiv_version: 2409.07323v1 · doi: 10.48550/arxiv.2409.07323 · pith_short_12: UKKIVNV3MLR6 · pith_short_16: UKKIVNV3MLR6GDKX · pith_short_8: UKKIVNV3

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/UKKIVNV3MLR6GDKXADFU5PUSTI \
  | 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: a2948ab6bb62e3e30d5700cb4ebe929a060d83daa7a5b0879debddb32508b0aa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "95709d64ff5fa30306c8d9e33ac4d21846737ed56ffb2d14b73c87be9b41ef65",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-09-11T15:02:52Z",
    "title_canon_sha256": "82ad9d775ecbe26bdd28fb7d41f30a2f0f2cbf57d6f97c6125c9364dc73c3e10"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.07323",
    "kind": "arxiv",
    "version": 1
  }
}