Pith Number

pith:KFFPJ34V

pith:2019:KFFPJ34VGKLCCNECMFDUAIWH6N

not attested not anchored not stored refs pending

Inducing Cooperation via Team Regret Minimization based Multi-Agent Deep Reinforcement Learning

Bo An, Buhong Liu, Hanjiang Lai, Rundong Wang, Runsheng Yu, Xinrun Wang, Xinwen Hou, Zhenyu Shi

arxiv:1911.07712 v1 · 2019-11-18 · 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{KFFPJ34VGKLCCNECMFDUAIWH6N}

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.

Receipt and verification

First computed	2026-07-05T00:20:07.121878Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

514af4ef95329621348261474022c7f36d33851658bd36af6669875d55cd604e

Aliases

arxiv: 1911.07712 · arxiv_version: 1911.07712v1 · doi: 10.48550/arxiv.1911.07712 · pith_short_12: KFFPJ34VGKLC · pith_short_16: KFFPJ34VGKLCCNEC · pith_short_8: KFFPJ34V

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/KFFPJ34VGKLCCNECMFDUAIWH6N \
  | 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: 514af4ef95329621348261474022c7f36d33851658bd36af6669875d55cd604e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fa3177cbdd405ee8a3df7529dbf7acdf2d9003d6ef0ca5488abad9ec7e786ce5",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2019-11-18T15:41:15Z",
    "title_canon_sha256": "713bbc6f1861b60746bce8f416f7f68ca34ec21c709000322c4e8cc276226e36"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1911.07712",
    "kind": "arxiv",
    "version": 1
  }
}