Pith Number

pith:45WHSMBN

pith:2023:45WHSMBN5TU2LSD5HBCKLNYOVG

not attested not anchored not stored refs pending

Multi-Agent Adversarial Training Using Diffusion Learning

Ali H. Sayed, Elsa Rizk, Stefan Vlaski, Ying Cao

arxiv:2303.01936 v1 · 2023-03-03 · cs.LG · cs.AI · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{45WHSMBN5TU2LSD5HBCKLNYOVG}

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	2026-07-05T05:47:50.625613Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e76c79302dece9a5c87d3844a5b70ea988f69afe7275152492fae1bec509d95c

Aliases

arxiv: 2303.01936 · arxiv_version: 2303.01936v1 · doi: 10.48550/arxiv.2303.01936 · pith_short_12: 45WHSMBN5TU2 · pith_short_16: 45WHSMBN5TU2LSD5 · pith_short_8: 45WHSMBN

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/45WHSMBN5TU2LSD5HBCKLNYOVG \
  | 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: e76c79302dece9a5c87d3844a5b70ea988f69afe7275152492fae1bec509d95c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "04b9b15297641a79b0e366034f3fb6386b139180fc72ebec519acf2495c6c369",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-03-03T14:05:59Z",
    "title_canon_sha256": "0333d624328410d0858d3531ec239f9d35ff798c03dd41a3e1f02965dddf9e03"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.01936",
    "kind": "arxiv",
    "version": 1
  }
}