Pith Number

pith:4IS2EPOV

pith:2019:4IS2EPOV7O33DCSGJI7S3QLL5W

not attested not anchored not stored refs pending

An Adversarial Learning Framework For A Persona-Based Multi-Turn Dialogue Model

Alan Salimov, Anish Khazane, Erik T. Mueller, Oluwatobi Olabiyi

arxiv:1905.01992 v2 · 2019-04-29 · cs.CL · 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{4IS2EPOV7O33DCSGJI7S3QLL5W}

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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.

Receipt and verification

First computed	2026-05-17T23:42:13.496728Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e225a23dd5fbb7b18a464a3f2dc16bedbccdec7472943e69fdffa3e0220e9b20

Aliases

arxiv: 1905.01992 · arxiv_version: 1905.01992v2 · doi: 10.48550/arxiv.1905.01992 · pith_short_12: 4IS2EPOV7O33 · pith_short_16: 4IS2EPOV7O33DCSG · pith_short_8: 4IS2EPOV

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/4IS2EPOV7O33DCSGJI7S3QLL5W \
  | 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: e225a23dd5fbb7b18a464a3f2dc16bedbccdec7472943e69fdffa3e0220e9b20

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d07e5aa67a04bb5942e61d5f561109bd0431ad9d0743dc80e8c8e18cdd6d87b5",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2019-04-29T15:21:13Z",
    "title_canon_sha256": "c20e3092967ff06269e710ffaec607f637e78414c6656eb3fe324c5df8aa84a0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1905.01992",
    "kind": "arxiv",
    "version": 2
  }
}