Pith Number

pith:JKQ7M2XR

pith:2020:JKQ7M2XRSNKILUNHG2ITG4ADJD

not attested not anchored not stored refs pending

Model-Based Multi-Agent RL in Zero-Sum Markov Games with Near-Optimal Sample Complexity

Kaiqing Zhang, Lin F. Yang, Sham M. Kakade, Tamer Ba\c{s}ar

arxiv:2007.07461 v3 · 2020-07-15 · cs.LG · cs.GT · cs.MA · math.OC · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JKQ7M2XRSNKILUNHG2ITG4ADJD}

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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

Efficient Exploration for Iterative Nash Preference Optimization

Receipt and verification

First computed	2026-07-05T06:39:28.341140Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4aa1f66af1935485d1a7369133700348cadde1924c056f06f9cc51dc647b4eb4

Aliases

arxiv: 2007.07461 · arxiv_version: 2007.07461v3 · doi: 10.48550/arxiv.2007.07461 · pith_short_12: JKQ7M2XRSNKI · pith_short_16: JKQ7M2XRSNKILUNH · pith_short_8: JKQ7M2XR

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/JKQ7M2XRSNKILUNHG2ITG4ADJD \
  | 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: 4aa1f66af1935485d1a7369133700348cadde1924c056f06f9cc51dc647b4eb4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7dd1f899b7cfe41602512440830a65414d99a3af94bcd004becf5d631cdbfbb4",
    "cross_cats_sorted": [
      "cs.GT",
      "cs.MA",
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-07-15T03:25:24Z",
    "title_canon_sha256": "8d1d4917d70546c77b5495c14893e07b7e5e8a8fa1d4bd7a428289135c9d16e8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2007.07461",
    "kind": "arxiv",
    "version": 3
  }
}