Pith Number

pith:EE3UD2QX

pith:2018:EE3UD2QXOUGQHR7ZLGUL7I47DA

not attested not anchored not stored refs pending

Human-level performance in first-person multiplayer games with population-based deep reinforcement learning

Antonio Garcia Castaneda, Ari S. Morcos, Avraham Ruderman, Charles Beattie, David Silver, Demis Hassabis, Guy Lever, Iain Dunning, Joel Z. Leibo, Koray Kavukcuoglu, Louise Deason, Luke Marris, Max Jaderberg, Neil C. Rabinowitz, Nicolas Sonnerat, Thore Graepel, Tim Green, Wojciech M. Czarnecki

arxiv:1807.01281 v1 · 2018-07-03 · cs.LG · cs.AI · 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{EE3UD2QXOUGQHR7ZLGUL7I47DA}

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

4 papers in Pith

On the notion of number in humans and machines

Neural Network Verification for the Masses (of AI graduates)

Arena: a toolkit for Multi-Agent Reinforcement Learning

Dota 2 with Large Scale Deep Reinforcement Learning

Receipt and verification

First computed	2026-05-17T23:43:04.903198Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

213741ea17750d03c7f959a8bfa39f1828af1932eb89e1d9b1f09dbef304c0b1

Aliases

arxiv: 1807.01281 · arxiv_version: 1807.01281v1 · doi: 10.48550/arxiv.1807.01281 · pith_short_12: EE3UD2QXOUGQ · pith_short_16: EE3UD2QXOUGQHR7Z · pith_short_8: EE3UD2QX

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/EE3UD2QXOUGQHR7ZLGUL7I47DA \
  | 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: 213741ea17750d03c7f959a8bfa39f1828af1932eb89e1d9b1f09dbef304c0b1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "903db0363bc9ae2ab55b96e18645efd51b66b19affb5c25219c815e3e670ae76",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-07-03T16:57:18Z",
    "title_canon_sha256": "5a2234de7b429ff1d12e04bcab3c7d970485742fecabc1565db02a1890acff2f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1807.01281",
    "kind": "arxiv",
    "version": 1
  }
}