Pith Number

pith:CTAQ6JWF

pith:2022:CTAQ6JWFCPID67OYZ5YITP7UEH

not attested not anchored not stored refs pending

Proper losses for discrete generative models

Bo Waggoner, Dhamma Kimpara, Rafael Frongillo

arxiv:2211.03761 v1 · 2022-11-07 · 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{CTAQ6JWFCPID67OYZ5YITP7UEH}

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	2026-07-05T05:13:52.334340Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

14c10f26c513d03f7dd8cf7089bff421fc69a03c657b1af0118d2b918b8af632

Aliases

arxiv: 2211.03761 · arxiv_version: 2211.03761v1 · doi: 10.48550/arxiv.2211.03761 · pith_short_12: CTAQ6JWFCPID · pith_short_16: CTAQ6JWFCPID67OY · pith_short_8: CTAQ6JWF

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/CTAQ6JWFCPID67OYZ5YITP7UEH \
  | 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: 14c10f26c513d03f7dd8cf7089bff421fc69a03c657b1af0118d2b918b8af632

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c6d543e86d90cef1835dea8d974e48fa203feb5c85ff21c657f8926dbf198e08",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-07T18:31:45Z",
    "title_canon_sha256": "a7240b1771c01e6cb5b6fccc9c58fddc6850f0148f4cf4a53a525e1f8e0a3bfc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.03761",
    "kind": "arxiv",
    "version": 1
  }
}