Pith Number

pith:FYHUCZIK

pith:2021:FYHUCZIKC5PZNIPVD2GIXJEFL6

not attested not anchored not stored refs pending

Machine Learning Trivializing Maps: A First Step Towards Understanding How Flow-Based Samplers Scale Up

Joe Marsh Rossney, Luigi Del Debbio, Michael Wilson

arxiv:2112.15532 v1 · 2021-12-31 · hep-lat · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FYHUCZIKC5PZNIPVD2GIXJEFL6}

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.

Receipt and verification

First computed	2026-07-05T03:44:47.202734Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2e0f41650a175f96a1f51e8c8ba4855fa6fbdf44f22ae9f0c73e7c43a886064b

Aliases

arxiv: 2112.15532 · arxiv_version: 2112.15532v1 · doi: 10.48550/arxiv.2112.15532 · pith_short_12: FYHUCZIKC5PZ · pith_short_16: FYHUCZIKC5PZNIPV · pith_short_8: FYHUCZIK

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/FYHUCZIKC5PZNIPVD2GIXJEFL6 \
  | 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: 2e0f41650a175f96a1f51e8c8ba4855fa6fbdf44f22ae9f0c73e7c43a886064b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1744620fec927cdd5bca6707ddbe74b3024b2a0a8b21123ccda372fbe74b6426",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "hep-lat",
    "submitted_at": "2021-12-31T16:17:19Z",
    "title_canon_sha256": "6f008f5bb9063852b42070ac7735aa586b7b46f56c4789d268af608092dcae2f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.15532",
    "kind": "arxiv",
    "version": 1
  }
}