Pith Number

pith:NA7RW4JR

pith:2017:NA7RW4JRZIBYEUFZWPMRA5AOF2

not attested not anchored not stored refs pending

Multiagent Bidirectionally-Coordinated Nets: Emergence of Human-level Coordination in Learning to Play StarCraft Combat Games

Haitao Long, Jun Wang, Peng Peng, Quan Yuan, Yaodong Yang, Ying Wen, Zhenkun Tang

arxiv:1703.10069 v4 · 2017-03-29 · 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{NA7RW4JRZIBYEUFZWPMRA5AOF2}

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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

3 papers in Pith

An Actor-Critic-Attention Mechanism for Deep Reinforcement Learning in Multi-view Environments

Decomposing Communication Gain and Delay Cost Under Cross-Timestep Delays in Cooperative Multi-Agent Reinforcement Learning

Wireless Communication Enhanced Value Decomposition for Multi-Agent Reinforcement Learning

Receipt and verification

First computed	2026-05-18T00:35:10.597750Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

683f1b7131ca038250b9b3d910740e2e96dc5da3cf2a40f807554d829a17c682

Aliases

arxiv: 1703.10069 · arxiv_version: 1703.10069v4 · doi: 10.48550/arxiv.1703.10069 · pith_short_12: NA7RW4JRZIBY · pith_short_16: NA7RW4JRZIBYEUFZ · pith_short_8: NA7RW4JR

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/NA7RW4JRZIBYEUFZWPMRA5AOF2 \
  | 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: 683f1b7131ca038250b9b3d910740e2e96dc5da3cf2a40f807554d829a17c682

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "534ac0ca8d1aee7e1a2c3456c03e064e6bb35856dfe85913ca2600f619fa6d42",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2017-03-29T14:37:25Z",
    "title_canon_sha256": "aa888c7d1058677fb437a199a5e46cfdb52c2a23a1e754702cc9afddf6dc19d2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1703.10069",
    "kind": "arxiv",
    "version": 4
  }
}