Pith Number

pith:6RGBXEXW

pith:2022:6RGBXEXWXVW6YIPIZYW32PJFW2

not attested not anchored not stored refs pending

A Regret Minimization Approach to Multi-Agent Control

Elad Hazan, Naomi Leonard, Udari Madhushani, Udaya Ghai

arxiv:2201.13288 v3 · 2022-01-28 · math.OC · 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{6RGBXEXWXVW6YIPIZYW32PJFW2}

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	2026-07-05T04:43:38.983547Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f44c1b92f6bd6dec21e8ce2dbd3d25b69b26104b5fb03cec81bc5984c60c0bac

Aliases

arxiv: 2201.13288 · arxiv_version: 2201.13288v3 · doi: 10.48550/arxiv.2201.13288 · pith_short_12: 6RGBXEXWXVW6 · pith_short_16: 6RGBXEXWXVW6YIPI · pith_short_8: 6RGBXEXW

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/6RGBXEXWXVW6YIPIZYW32PJFW2 \
  | 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: f44c1b92f6bd6dec21e8ce2dbd3d25b69b26104b5fb03cec81bc5984c60c0bac

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "909c49168209ae23f48f9345a2ee09af1412cc4530a6a3c7e353fa99b6685150",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2022-01-28T14:57:59Z",
    "title_canon_sha256": "640d7278b275c9cc2843c3b0a929a83bd4e931f4980d213c5350d7984b17384b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2201.13288",
    "kind": "arxiv",
    "version": 3
  }
}