Pith Number

pith:DGR7SHX4

pith:2023:DGR7SHX4ECFOJLIQSLY6BEM57J

not attested not anchored not stored refs pending

MACCA: Offline Multi-agent Reinforcement Learning with Causal Credit Assignment

Biwei Huang, Meng Fang, Yali Du, Yudi Zhang, Ziyan Wang

arxiv:2312.03644 v3 · 2023-12-06 · cs.LG · 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{DGR7SHX4ECFOJLIQSLY6BEM57J}

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	2026-06-02T03:05:03.124149Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

19a3f91efc208ae4ad1092f1e0919dfa6ce52eaf0793e86675417e8747efdbd5

Aliases

arxiv: 2312.03644 · arxiv_version: 2312.03644v3 · doi: 10.48550/arxiv.2312.03644 · pith_short_12: DGR7SHX4ECFO · pith_short_16: DGR7SHX4ECFOJLIQ · pith_short_8: DGR7SHX4

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/DGR7SHX4ECFOJLIQSLY6BEM57J \
  | 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: 19a3f91efc208ae4ad1092f1e0919dfa6ce52eaf0793e86675417e8747efdbd5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "13663b5b29008a93f135256df0e88084005efe7f7b44090e4d596401b1e91d63",
    "cross_cats_sorted": [
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-06T17:59:34Z",
    "title_canon_sha256": "b1d64445e437c8983b859dfc81589830be1c28287e7922e878ce94aca9a777e5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.03644",
    "kind": "arxiv",
    "version": 3
  }
}