Pith Number

pith:K6T42MOU

pith:2022:K6T42MOUI7PQYFOHYWEERCSJRG

not attested not anchored not stored refs pending

Heterogeneous-Agent Mirror Learning: A Continuum of Solutions to Cooperative MARL

Hao Dong, Jakub Grudzien Kuba, Jun Wang, Shiyao Ding, Xidong Feng, Yaodong Yang

arxiv:2208.01682 v1 · 2022-08-02 · cs.MA · cs.AI

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{K6T42MOUI7PQYFOHYWEERCSJRG}

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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

$\alpha$-fair heterogeneous agent reinforcement learning

Receipt and verification

First computed	2026-07-05T04:45:39.104817Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

57a7cd31d447df0c15c7c588488a49899aa08cbaee193ae5253ea9063d36ebda

Aliases

arxiv: 2208.01682 · arxiv_version: 2208.01682v1 · doi: 10.48550/arxiv.2208.01682 · pith_short_12: K6T42MOUI7PQ · pith_short_16: K6T42MOUI7PQYFOH · pith_short_8: K6T42MOU

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/K6T42MOUI7PQYFOHYWEERCSJRG \
  | 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: 57a7cd31d447df0c15c7c588488a49899aa08cbaee193ae5253ea9063d36ebda

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d3c0ff1a8a0a15cec64cf6fb4dcbde85043fb33ce6d7cb0478364b3e44a7f29a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2022-08-02T18:16:42Z",
    "title_canon_sha256": "50badbcd4ecf4d139dce78fee37f4167399b19002bde322503062796738e1718"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2208.01682",
    "kind": "arxiv",
    "version": 1
  }
}