Pith Number

pith:QXVENRWE

pith:2024:QXVENRWENUOE43RWU7IUYOLIKK

not attested not anchored not stored refs pending

Neural Population Learning beyond Symmetric Zero-sum Games

Georgios Piliouras, Joel Z. Leibo, Luke Marris, Marc Lanctot, Nicolas Heess, Siqi Liu

arxiv:2401.05133 v1 · 2024-01-10 · cs.AI · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QXVENRWENUOE43RWU7IUYOLIKK}

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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

Towards Learning Representations of Policies in Two-Player Zero-Sum Imperfect-Information Games

Receipt and verification

First computed	2026-07-05T07:32:03.520867Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

85ea46c6c46d1c4e6e36a7d14c3968528f44c2b4fc15f9dd902bf49cd543c56b

Aliases

arxiv: 2401.05133 · arxiv_version: 2401.05133v1 · doi: 10.48550/arxiv.2401.05133 · pith_short_12: QXVENRWENUOE · pith_short_16: QXVENRWENUOE43RW · pith_short_8: QXVENRWE

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/QXVENRWENUOE43RWU7IUYOLIKK \
  | 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: 85ea46c6c46d1c4e6e36a7d14c3968528f44c2b4fc15f9dd902bf49cd543c56b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "828055aed3212e9ffb4072aa3b2e0c18cf4736728258b8ec8bdba5b183b04bd1",
    "cross_cats_sorted": [
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-01-10T12:56:24Z",
    "title_canon_sha256": "81a4448e1be7a1446143b684e6934bac9667a6287a4195e6341436be2587ac18"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.05133",
    "kind": "arxiv",
    "version": 1
  }
}