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Pith Number

pith:2MAFGJQN

pith:2023:2MAFGJQNPQ2WRLH2THCVTQVLWE
not attested not anchored not stored refs pending

Scalable and Independent Learning of Nash Equilibrium Policies in $n$-Player Stochastic Games with Unknown Independent Chains

S. Rasoul Etesami, Tiancheng Qin

arxiv:2312.01587 v1 · 2023-12-04 · cs.GT · cs.LG

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\usepackage{pith}
\pithnumber{2MAFGJQNPQ2WRLH2THCVTQVLWE}

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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 2026-07-05T07:19:57.022073Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

d30053260d7c3568acfa99c559c2abb13a2807ce1776457c66be9cd040d6df24

Aliases

arxiv: 2312.01587 · arxiv_version: 2312.01587v1 · doi: 10.48550/arxiv.2312.01587 · pith_short_12: 2MAFGJQNPQ2W · pith_short_16: 2MAFGJQNPQ2WRLH2 · pith_short_8: 2MAFGJQN
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/2MAFGJQNPQ2WRLH2THCVTQVLWE \
  | 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: d30053260d7c3568acfa99c559c2abb13a2807ce1776457c66be9cd040d6df24
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "e591eccbf7fa6da021a697834b4fca5abcd36707b4a0a3c9a034caeb99e73b1a",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.GT",
    "submitted_at": "2023-12-04T03:04:09Z",
    "title_canon_sha256": "b80de9ba02b137926b169229ee8f808b1c3fa9793699486622d1f504d7a75478"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.01587",
    "kind": "arxiv",
    "version": 1
  }
}