Pith Number

pith:GMDTLLTY

pith:2017:GMDTLLTYDQGEQ5W2EB6Y5JKF6U

not attested not anchored not stored refs pending

Revisiting the Master-Slave Architecture in Multi-Agent Deep Reinforcement Learning

Bo Xin, Fangchen Liu, Xiangyu Kong, Yizhou Wang

arxiv:1712.07305 v1 · 2017-12-20 · 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{GMDTLLTYDQGEQ5W2EB6Y5JKF6U}

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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

1 paper in Pith

Obstacle-aware navigation of smart microswimmers in a turbulent flow

Receipt and verification

First computed	2026-05-18T00:27:34.865747Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

330735ae781c0c4876da207d8ea545f523e726be85741a29dabe151e4d7c6db6

Aliases

arxiv: 1712.07305 · arxiv_version: 1712.07305v1 · doi: 10.48550/arxiv.1712.07305 · pith_short_12: GMDTLLTYDQGE · pith_short_16: GMDTLLTYDQGEQ5W2 · pith_short_8: GMDTLLTY

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/GMDTLLTYDQGEQ5W2EB6Y5JKF6U \
  | 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: 330735ae781c0c4876da207d8ea545f523e726be85741a29dabe151e4d7c6db6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6cec5833ad5e4560ec57995dedad087bb7593be6dc093fa18196dd82cfb3edc2",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2017-12-20T03:00:46Z",
    "title_canon_sha256": "1d443853e809901e0ce6c15fb00a5ad082c4d5f7f623f27eead9743f685410ff"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1712.07305",
    "kind": "arxiv",
    "version": 1
  }
}