Pith Number

pith:ZXHKGNW5

pith:2017:ZXHKGNW5LTN7ZUXE3L7EBFO7TY

not attested not anchored not stored refs pending

ACCNet: Actor-Coordinator-Critic Net for "Learning-to-Communicate" with Deep Multi-agent Reinforcement Learning

Hangyu Mao, Yan Ni, Zhen Xiao, Zhibo Gong

arxiv:1706.03235 v3 · 2017-06-10 · cs.AI · cs.LG

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

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.

Receipt and verification

First computed	2026-05-18T00:31:50.908717Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cdcea336dd5cdbfcd2e4dafe4095df9e02e57f2b018425fb1ce21909bdc29c5b

Aliases

arxiv: 1706.03235 · arxiv_version: 1706.03235v3 · doi: 10.48550/arxiv.1706.03235 · pith_short_12: ZXHKGNW5LTN7 · pith_short_16: ZXHKGNW5LTN7ZUXE · pith_short_8: ZXHKGNW5

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/ZXHKGNW5LTN7ZUXE3L7EBFO7TY \
  | 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: cdcea336dd5cdbfcd2e4dafe4095df9e02e57f2b018425fb1ce21909bdc29c5b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "883b0c586aae239036f40683451ba207fa25a4c5dcb97901297d69b376c6cdf7",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2017-06-10T13:50:23Z",
    "title_canon_sha256": "09576b70ac5bf50fe05bfb9c8643275ea7f4976e8b3a4b208bf209114751b09a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1706.03235",
    "kind": "arxiv",
    "version": 3
  }
}