Pith Number

pith:R2AQWOZS

pith:2025:R2AQWOZS7ZB2A3IIPXMT5O6HOS

not attested not anchored not stored refs pending

Multilevel Generative Samplers for Investigating Critical Phenomena

Ankur Singha, Elia Cellini, Karl Jansen, Kim A. Nicoli, Shinichi Nakajima, Stefan K\"uhn

arxiv:2503.08918 v2 · 2025-03-11 · cs.LG · hep-lat · 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{R2AQWOZS7ZB2A3IIPXMT5O6HOS}

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

4 papers in Pith

Diffusion Models for Sampling Near Criticality in Lattice Field Theories

The critical slowing down in diffusion models

Variational Autoregressive Networks with probability priors

Sampling two-dimensional spin systems with transformers

Receipt and verification

First computed	2026-07-05T12:06:07.802689Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8e810b3b32fe43a06d087dd93ebbc7749af8bd4f05c85ecca794d8454c6fbba9

Aliases

arxiv: 2503.08918 · arxiv_version: 2503.08918v2 · doi: 10.48550/arxiv.2503.08918 · pith_short_12: R2AQWOZS7ZB2 · pith_short_16: R2AQWOZS7ZB2A3II · pith_short_8: R2AQWOZS

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/R2AQWOZS7ZB2A3IIPXMT5O6HOS \
  | 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: 8e810b3b32fe43a06d087dd93ebbc7749af8bd4f05c85ecca794d8454c6fbba9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d6850e9ecc973e3f5c904f552f91f8f0722ca6e650f22114b15533e97f98d1ac",
    "cross_cats_sorted": [
      "hep-lat",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-11T22:03:54Z",
    "title_canon_sha256": "a958245763d5078473fff309fe293c69e85460620757fa0bab404c16f36876ff"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.08918",
    "kind": "arxiv",
    "version": 2
  }
}