Pith Number

pith:AU5IKNFX

pith:2017:AU5IKNFXWIS4PZMYUNDJHEDR2J

not attested not anchored not stored refs pending

Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning Algorithm

Arthur Guez, David Silver, Demis Hassabis, Dharshan Kumaran, Ioannis Antonoglou, Julian Schrittwieser, Karen Simonyan, Laurent Sifre, Marc Lanctot, Matthew Lai, Thomas Hubert, Thore Graepel, Timothy Lillicrap

arxiv:1712.01815 v1 · 2017-12-05 · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AU5IKNFXWIS4PZMYUNDJHEDR2J}

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

45 papers in Pith

Near-optimal Bayesian Solution For Unknown Discrete Markov Decision Process

Inductive general game playing

On Multi-Agent Learning in Team Sports Games

Growing Action Spaces

Less Effort, Shorter Proofs: Reinforcement Learning for Security Protocol Analysis in Tamarin

Receipt and verification

First computed	2026-05-18T00:28:47.429237Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

053a8534b7b225c7e598a346939071d24c1d6131ca1668d34530b08ecdba1ff3

Aliases

arxiv: 1712.01815 · arxiv_version: 1712.01815v1 · doi: 10.48550/arxiv.1712.01815 · pith_short_12: AU5IKNFXWIS4 · pith_short_16: AU5IKNFXWIS4PZMY · pith_short_8: AU5IKNFX

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/AU5IKNFXWIS4PZMYUNDJHEDR2J \
  | 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: 053a8534b7b225c7e598a346939071d24c1d6131ca1668d34530b08ecdba1ff3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "46eb0d06c1b453dfc244d1e0a7df8ab26ef0b70d52acd4c9b6c068c3fc42e3e1",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2017-12-05T18:45:38Z",
    "title_canon_sha256": "a80b15bd39d80a5f99e4892ac2cda76c6d7f926b9451c8bba70545844bd9e71c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1712.01815",
    "kind": "arxiv",
    "version": 1
  }
}