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Pith Number

pith:PR66RFDO

pith:2023:PR66RFDOMCWTUHIKAHVG43U36G
not attested not anchored not stored refs pending

Environmental effects on emergent strategy in micro-scale multi-agent reinforcement learning

Christian Holm, Christoph Lohrmann, Clemens Bechinger, David Zimmer, Samuel Tovey, Simon Koppenhoefer, Tobias Merkt, Veit-Lorenz Heuthe

arxiv:2307.00994 v2 · 2023-07-03 · physics.bio-ph · cs.LG · cs.RO

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\usepackage{pith}
\pithnumber{PR66RFDOMCWTUHIKAHVG43U36G}

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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

Receipt and verification
First computed 2026-07-05T06:53:08.490953Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

7c7de8946e60ad3a1d0a01ea6e6e9bf1a524e21d86ad58c359d24b7b14af5687

Aliases

arxiv: 2307.00994 · arxiv_version: 2307.00994v2 · doi: 10.48550/arxiv.2307.00994 · pith_short_12: PR66RFDOMCWT · pith_short_16: PR66RFDOMCWTUHIK · pith_short_8: PR66RFDO
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/PR66RFDOMCWTUHIKAHVG43U36G \
  | 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: 7c7de8946e60ad3a1d0a01ea6e6e9bf1a524e21d86ad58c359d24b7b14af5687
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "6f57aa90dce7945a4858805ad7d5941bb14aed104888d33f93886a1cfffafb27",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.RO"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "physics.bio-ph",
    "submitted_at": "2023-07-03T13:18:25Z",
    "title_canon_sha256": "de7abc4e07755d2952711ffb026436ae9048e6774b68fad6a558fcb579d372e0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.00994",
    "kind": "arxiv",
    "version": 2
  }
}