Pith Number

pith:75KAXS2P

pith:2023:75KAXS2PRX7W6H5LSZXQUN2LG7

not attested not anchored not stored refs pending

Decentralized Multi-Agent Reinforcement Learning for Continuous-Space Stochastic Games

Awni Altabaa, Bora Yongacoglu, Serdar Y\"uksel

arxiv:2303.13539 v1 · 2023-03-16 · cs.LG · cs.GT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{75KAXS2PRX7W6H5LSZXQUN2LG7}

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	2026-07-05T08:00:59.160332Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ff540bcb4f8dff6f1fab966f0a374b37e18e3267879b71e803a1837513fa513c

Aliases

arxiv: 2303.13539 · arxiv_version: 2303.13539v1 · doi: 10.48550/arxiv.2303.13539 · pith_short_12: 75KAXS2PRX7W · pith_short_16: 75KAXS2PRX7W6H5L · pith_short_8: 75KAXS2P

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/75KAXS2PRX7W6H5LSZXQUN2LG7 \
  | 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: ff540bcb4f8dff6f1fab966f0a374b37e18e3267879b71e803a1837513fa513c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7d8ef0ff6efbbd62c8df109caddbfd4c78ee7f14fa6bb7068040a26482150308",
    "cross_cats_sorted": [
      "cs.GT"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-03-16T14:25:16Z",
    "title_canon_sha256": "12afae21d870c4b8756763515b360426d8d6d626df360d521dbc0c488dcccfb2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.13539",
    "kind": "arxiv",
    "version": 1
  }
}