Pith Number

pith:MK66URCI

pith:2018:MK66URCID7NDH42NA2ZXCOUHQM

not attested not anchored not stored refs pending

CoT: Cooperative Training for Generative Modeling of Discrete Data

Lantao Yu, Sidi Lu, Siyuan Feng, Weinan Zhang, Yaoming Zhu, Yong Yu

arxiv:1804.03782 v3 · 2018-04-11 · cs.LG · cs.AI · cs.CL · 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{MK66URCID7NDH42NA2ZXCOUHQM}

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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

1 paper in Pith

Evaluating Computational Language Models with Scaling Properties of Natural Language

Receipt and verification

First computed	2026-05-17T23:46:30.682377Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

62bdea44481fda33f34d06b3713a87831a19dff2a64e9a6384415eca8186073f

Aliases

arxiv: 1804.03782 · arxiv_version: 1804.03782v3 · doi: 10.48550/arxiv.1804.03782 · pith_short_12: MK66URCID7ND · pith_short_16: MK66URCID7NDH42N · pith_short_8: MK66URCI

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/MK66URCID7NDH42NA2ZXCOUHQM \
  | 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: 62bdea44481fda33f34d06b3713a87831a19dff2a64e9a6384415eca8186073f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2fab9154a1ab4a599c7e49eb59a2f2f4bbeb485b7999e7a31bcc218926c7b8b1",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-04-11T02:10:55Z",
    "title_canon_sha256": "93844cfcfa86e33aac84134876048b0e9e893c64a5104499548ac60edfcb124a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1804.03782",
    "kind": "arxiv",
    "version": 3
  }
}