Pith Number

pith:PPULHOP2

pith:2018:PPULHOP2IIQOP5KO5HCLYBJKHX

not attested not anchored not stored refs pending

Hierarchical Deep Multiagent Reinforcement Learning with Temporal Abstraction

Changjie Fan, Chunxu Ren, Hangtian Jia, Hongyao Tang, Jianye Hao, Li Wang, Tangjie Lv, Yan Zheng, Yingfeng Chen, Zhaopeng Meng, Zongzhang Zhang

arxiv:1809.09332 v2 · 2018-09-25 · cs.LG · cs.AI · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PPULHOP2IIQOP5KO5HCLYBJKHX}

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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

Focusing Influence Mechanism for Multi-Agent Reinforcement Learning

Receipt and verification

First computed	2026-05-17T23:41:31.050366Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7be8b3b9fa4220e7f54ee9c4bc052a3dfb2bdff15602ff7e81a7c60bfa34a3bb

Aliases

arxiv: 1809.09332 · arxiv_version: 1809.09332v2 · doi: 10.48550/arxiv.1809.09332 · pith_short_12: PPULHOP2IIQO · pith_short_16: PPULHOP2IIQOP5KO · pith_short_8: PPULHOP2

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/PPULHOP2IIQOP5KO5HCLYBJKHX \
  | 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: 7be8b3b9fa4220e7f54ee9c4bc052a3dfb2bdff15602ff7e81a7c60bfa34a3bb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "38b9868e13d0d612e674ea20ccbf94586e72de7cd7f6651abc2b75a487243e8d",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-09-25T06:19:22Z",
    "title_canon_sha256": "f079b9487bc966b91236253a960d99f6dae589da8aab35ec1789d9afcad67b0a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1809.09332",
    "kind": "arxiv",
    "version": 2
  }
}