Pith. sign in
Pith Number

pith:TFNU37AI

pith:2022:TFNU37AITYQ3RERB3ADRFBAEZN
not attested not anchored not stored refs pending

Policy Diagnosis via Measuring Role Diversity in Cooperative Multi-agent RL

Chuanlong Xie, Siyi Hu, Xiaodan Liang, Xiaojun Chang

arxiv:2207.05683 v1 · 2022-06-01 · cs.MA · cs.AI · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{TFNU37AITYQ3RERB3ADRFBAEZN}

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 2026-07-05T04:39:45.508911Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

995b4dfc089e21b89221d807128404cb701ac699dd94d67c25290aa7ed8c422a

Aliases

arxiv: 2207.05683 · arxiv_version: 2207.05683v1 · doi: 10.48550/arxiv.2207.05683 · pith_short_12: TFNU37AITYQ3 · pith_short_16: TFNU37AITYQ3RERB · pith_short_8: TFNU37AI
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/TFNU37AITYQ3RERB3ADRFBAEZN \
  | 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: 995b4dfc089e21b89221d807128404cb701ac699dd94d67c25290aa7ed8c422a
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "b25e3a78c92ae0ef1ec96e8fa0e4e1777f28aee04f15474f6a1e5f66d3e2f93c",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2022-06-01T04:58:52Z",
    "title_canon_sha256": "0475684b7740a687649f881d5f2971bf4741f4f5816a2c51824b7143dbce4ab7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2207.05683",
    "kind": "arxiv",
    "version": 1
  }
}