Pith Number

pith:ZC4DNFOP

pith:2022:ZC4DNFOP6XDTA5TGRDZ24FIYXE

not attested not anchored not stored refs pending

Sample-Efficient Reinforcement Learning of Partially Observable Markov Games

Chi Jin, Csaba Szepesv\'ari, Qinghua Liu

arxiv:2206.01315 v2 · 2022-06-02 · cs.LG · cs.AI · 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{ZC4DNFOP6XDTA5TGRDZ24FIYXE}

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.

Receipt and verification

First computed	2026-07-05T05:06:59.593586Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c8b83695cff5c730766688f3ae1518b9081304ea659eb908a2e5b7fe2d2bd140

Aliases

arxiv: 2206.01315 · arxiv_version: 2206.01315v2 · doi: 10.48550/arxiv.2206.01315 · pith_short_12: ZC4DNFOP6XDT · pith_short_16: ZC4DNFOP6XDTA5TG · pith_short_8: ZC4DNFOP

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/ZC4DNFOP6XDTA5TGRDZ24FIYXE \
  | 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: c8b83695cff5c730766688f3ae1518b9081304ea659eb908a2e5b7fe2d2bd140

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c9bcf5fd842ddfbfb9dbb1ca5ca1cdcd1a2ec5a197afa0ee69da56fe77ab3766",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.GT",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-06-02T21:57:47Z",
    "title_canon_sha256": "2bdf56cd2961c440d9ee68643084f5a4de872b66b06aea52858668099ca4aca2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.01315",
    "kind": "arxiv",
    "version": 2
  }
}