Pith Number

pith:SO3CLQRQ

pith:2022:SO3CLQRQ6Q4SZWKIJARLMG52EY

not attested not anchored not stored refs pending

Independent and Decentralized Learning in Markov Potential Games

Chinmay Maheshwari, Druv Pai, Manxi Wu, Shankar Sastry

arxiv:2205.14590 v8 · 2022-05-29 · cs.LG · cs.AI · cs.GT · cs.MA · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SO3CLQRQ6Q4SZWKIJARLMG52EY}

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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

Independent Learning in Performative Markov Potential Games

Receipt and verification

First computed	2026-07-05T10:42:10.233173Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

93b625c230f4392cd9484822b61bba2634c41509ca9b3e4d6430063368c0e1e6

Aliases

arxiv: 2205.14590 · arxiv_version: 2205.14590v8 · doi: 10.48550/arxiv.2205.14590 · pith_short_12: SO3CLQRQ6Q4S · pith_short_16: SO3CLQRQ6Q4SZWKI · pith_short_8: SO3CLQRQ

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/SO3CLQRQ6Q4SZWKIJARLMG52EY \
  | 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: 93b625c230f4392cd9484822b61bba2634c41509ca9b3e4d6430063368c0e1e6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5350274b61b06c89a03dcade3dbeec1a80f4206e3d647951afcce8f2eea0b14b",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.GT",
      "cs.MA",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-05-29T07:39:09Z",
    "title_canon_sha256": "b5668a3a6f7fda18e349b36dc60cdb19ecfe7c4f6ca6cdc5f05a0bceb138a88c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.14590",
    "kind": "arxiv",
    "version": 8
  }
}