Pith Number

pith:P7TTZ2I5

pith:2020:P7TTZ2I5LE5ZPUXXEOD7MFRMUK

not attested not anchored not stored refs pending

Is Independent Learning All You Need in the StarCraft Multi-Agent Challenge?

Christian Schroeder de Witt, Denys Makoviichuk, Mingfei Sun, Philip H.S. Torr, Shimon Whiteson, Tarun Gupta, Viktor Makoviychuk

arxiv:2011.09533 v1 · 2020-11-18 · 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{P7TTZ2I5LE5ZPUXXEOD7MFRMUK}

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

32 papers in Pith

Low Variance Trust Region Optimization with Independent Actors and Sequential Updates in Cooperative Multi-agent Reinforcement Learning

Uncertainty-Aware Motion Planning for Autonomous Driving in Mixed Traffic Environment

Benchmarking Open-Ended Multi-Agent Coordination in Language Agents

HiComm: Hierarchical Communication for Multi-agent Reinforcement Learning

Queue-Aware Graph Reinforcement Learning for UAV-ISAC-Assisted Maritime Data Collection

Receipt and verification

First computed	2026-07-05T01:52:49.495442Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7fe73ce91d593b97d2f72387f6162ca29e9622967e13e8cce641ed0a802e246d

Aliases

arxiv: 2011.09533 · arxiv_version: 2011.09533v1 · doi: 10.48550/arxiv.2011.09533 · pith_short_12: P7TTZ2I5LE5Z · pith_short_16: P7TTZ2I5LE5ZPUXX · pith_short_8: P7TTZ2I5

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/P7TTZ2I5LE5ZPUXXEOD7MFRMUK \
  | 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: 7fe73ce91d593b97d2f72387f6162ca29e9622967e13e8cce641ed0a802e246d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "914b87d017d3bd758a4b1ea031ab23833d75e94682a2d0294a79502e8e770737",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2020-11-18T20:29:59Z",
    "title_canon_sha256": "d0934ca310fa621fc27aed96a6927d942be131554aec5259e08c02e0d6e190d1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2011.09533",
    "kind": "arxiv",
    "version": 1
  }
}