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Pith Number

pith:4NZFMGQ7

pith:2017:4NZFMGQ7U2ZXFQHTCI2A32DT5M
not attested not anchored not stored refs pending

StarCraft II: A New Challenge for Reinforcement Learning

Alexander Sasha Vezhnevets, Alireza Makhzani, Anders Ekermo, Anthony Brunasso, David Lawrence, David Silver, Hado van Hasselt, Heinrich K\"uttler, Jacob Repp, John Agapiou, John Quan, Julian Schrittwieser, Karen Simonyan, Kevin Calderone, Michelle Yeo, Oriol Vinyals, Paul Keet, Petko Georgiev, Rodney Tsing, Sergey Bartunov, Stephen Gaffney, Stig Petersen, Timo Ewalds, Timothy Lillicrap, Tom Schaul

arxiv:1708.04782 v1 · 2017-08-16 · cs.LG · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?
Add to your LaTeX paper 
\usepackage{pith}
\pithnumber{4NZFMGQ7U2ZXFQHTCI2A32DT5M}

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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

14 papers in Pith

On Multi-Agent Learning in Team Sports Games
On the notion of number in humans and machines
Growing Action Spaces
Arena: a toolkit for Multi-Agent Reinforcement Learning
Why Build an Assistant in Minecraft?
Receipt and verification
First computed 2026-05-18T00:37:57.914812Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

e372561a1fa6b372c0f312340de873eb30bd2d752e0ccb18445ea80540fa956d

Aliases

arxiv: 1708.04782 · arxiv_version: 1708.04782v1 · doi: 10.48550/arxiv.1708.04782 · pith_short_12: 4NZFMGQ7U2ZX · pith_short_16: 4NZFMGQ7U2ZXFQHT · pith_short_8: 4NZFMGQ7
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/4NZFMGQ7U2ZXFQHTCI2A32DT5M \
  | 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: e372561a1fa6b372c0f312340de873eb30bd2d752e0ccb18445ea80540fa956d
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "6d368906bb57f708cc2244c29d2f3d9d6839fc70138530f1d297505e0aef7dd1",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2017-08-16T06:20:52Z",
    "title_canon_sha256": "f096c96be246fa790681614dd4f40552d3b452b7c4dc259ce6e904d933d841d8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1708.04782",
    "kind": "arxiv",
    "version": 1
  }
}