Pith Number

pith:GU2NAXJR

pith:2022:GU2NAXJR6ECTV53KOJ3ZMUNXYW

not attested not anchored not stored refs pending

Mastering the Game of No-Press Diplomacy via Human-Regularized Reinforcement Learning and Planning

Adam Lerer, Alexander H Miller, Anton Bakhtin, Athul Paul Jacob, David J Wu, Gabriele Farina, Jonathan Gray, Noam Brown

arxiv:2210.05492 v1 · 2022-10-11 · cs.GT · cs.AI · cs.LG · 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{GU2NAXJR6ECTV53KOJ3ZMUNXYW}

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

2 papers in Pith

Human-like autonomy emerges from self-play and a pinch of human data

Nash without Numbers: A Social Choice Approach to Mixed Equilibria in Context-Ordinal Games

Receipt and verification

First computed	2026-07-05T05:05:17.211090Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3534d05d31f1053af76a72779651b7c59c1621deb188c5193a8531545b9f0344

Aliases

arxiv: 2210.05492 · arxiv_version: 2210.05492v1 · doi: 10.48550/arxiv.2210.05492 · pith_short_12: GU2NAXJR6ECT · pith_short_16: GU2NAXJR6ECTV53K · pith_short_8: GU2NAXJR

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/GU2NAXJR6ECTV53KOJ3ZMUNXYW \
  | 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: 3534d05d31f1053af76a72779651b7c59c1621deb188c5193a8531545b9f0344

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "954d96ae1552a5d73b60885552e2addd775f4b33756ebdb5ef300dc3c51e7482",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.GT",
    "submitted_at": "2022-10-11T14:47:35Z",
    "title_canon_sha256": "5c2167f5a089d5d2b81fdbde2b537968f6f09bf44de1b6579135bf49b3e1cdd3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.05492",
    "kind": "arxiv",
    "version": 1
  }
}