Pith Number

pith:ZXPN4RRU

pith:2021:ZXPN4RRU2I7B3KGFGQIBT6OINO

not attested not anchored not stored refs pending

Can Reinforcement Learning Find Stackelberg-Nash Equilibria in General-Sum Markov Games with Myopic Followers?

Han Zhong, Michael I. Jordan, Zhaoran Wang, Zhuoran Yang

arxiv:2112.13521 v1 · 2021-12-27 · cs.LG · cs.GT · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZXPN4RRU2I7B3KGFGQIBT6OINO}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

Finite-Time Analysis of Q-Value Iteration for General-Sum Stackelberg Games

Receipt and verification

First computed	2026-07-05T03:43:54.388724Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cddede4634d23e1da8c5341019f9c86b8139a012d76b85bd8a74ce4b9eaa7e1b

Aliases

arxiv: 2112.13521 · arxiv_version: 2112.13521v1 · doi: 10.48550/arxiv.2112.13521 · pith_short_12: ZXPN4RRU2I7B · pith_short_16: ZXPN4RRU2I7B3KGF · pith_short_8: ZXPN4RRU

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/ZXPN4RRU2I7B3KGFGQIBT6OINO \
  | 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: cddede4634d23e1da8c5341019f9c86b8139a012d76b85bd8a74ce4b9eaa7e1b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "95da3b827583f58397612d41c1b6146a02b2b2b07f4dce253f7fcc4467a9671b",
    "cross_cats_sorted": [
      "cs.GT",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-12-27T05:41:14Z",
    "title_canon_sha256": "7b5fa7fbffed5262809a415bb9c5376dfd652e880c260663287f689c4d303a69"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.13521",
    "kind": "arxiv",
    "version": 1
  }
}