Pith Number

pith:2HVVSJ6P

pith:2021:2HVVSJ6PULBWRN3QJYA3KNFAGS

not attested not anchored not stored refs pending

Local Advantage Networks for Cooperative Multi-Agent Reinforcement Learning

Ann Now\'e, Diederik M. Roijers, Mathieu Reymond, Rapha\"el Avalos

arxiv:2112.12458 v3 · 2021-12-23 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2HVVSJ6PULBWRN3QJYA3KNFAGS}

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	2026-07-05T07:05:04.127882Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d1eb5927cfa2c368b7704e01b534a034bfa66a184f95e65a7d02fc7afe094af1

Aliases

arxiv: 2112.12458 · arxiv_version: 2112.12458v3 · doi: 10.48550/arxiv.2112.12458 · pith_short_12: 2HVVSJ6PULBW · pith_short_16: 2HVVSJ6PULBWRN3Q · pith_short_8: 2HVVSJ6P

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/2HVVSJ6PULBWRN3QJYA3KNFAGS \
  | 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: d1eb5927cfa2c368b7704e01b534a034bfa66a184f95e65a7d02fc7afe094af1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cc3fe089ba0240d2c1d76fd3887862bc444a5cb96a16faba95914088f5a674f4",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-12-23T10:55:33Z",
    "title_canon_sha256": "0a01858c67f77e72c24a314f94f657257cea5729f674c48ea019e4fb955bd338"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.12458",
    "kind": "arxiv",
    "version": 3
  }
}