Pith Number

pith:H4FGSMKY

pith:2018:H4FGSMKYRM5M3YBPYIQXBLHO3Q

not attested not anchored not stored refs pending

Modelling the Dynamic Joint Policy of Teammates with Attention Multi-agent DDPG

Hangyu Mao, Zhengchao Zhang, Zhen Xiao, Zhibo Gong

arxiv:1811.07029 v1 · 2018-11-13 · cs.LG · cs.AI · cs.MA · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{H4FGSMKYRM5M3YBPYIQXBLHO3Q}

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

2 papers in Pith

Policy Optimization in Hybrid Discrete-Continuous Action Spaces via Mixed Gradients

Bridging MARL to SARL: An Order-Independent Multi-Agent Transformer via Latent Consensus

Receipt and verification

First computed	2026-05-18T00:00:29.244174Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3f0a6931588b3acde02fc22170aceedc22e48a9959855eea2b53375bc9fb165c

Aliases

arxiv: 1811.07029 · arxiv_version: 1811.07029v1 · doi: 10.48550/arxiv.1811.07029 · pith_short_12: H4FGSMKYRM5M · pith_short_16: H4FGSMKYRM5M3YBP · pith_short_8: H4FGSMKY

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/H4FGSMKYRM5M3YBPYIQXBLHO3Q \
  | 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: 3f0a6931588b3acde02fc22170aceedc22e48a9959855eea2b53375bc9fb165c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4a8326afcaec7f9dfef2523a04338cd5e3f8820a14b036df8065f9421a2f0388",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-11-13T11:30:29Z",
    "title_canon_sha256": "0f1d9d78d9d900e1ba255deace00f62e084a583555aa5cff7b646ffa4632e794"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1811.07029",
    "kind": "arxiv",
    "version": 1
  }
}