Pith Number

pith:7C2V7W3E

pith:2026:7C2V7W3EHAK5XJTFSLCYYEEWKO

not attested not anchored not stored refs pending

Heterogeneous Agent Collaborative Reinforcement Learning

Chengyi Yuan, Deqing Wang, Fuzhen Zhuang, Gongxun Li, Huaiyang Wang, Jianxin Li, Ning Ding, Shuai Ma, Xin Xia, Yaodong Yang, Yikun Ban, Zhixia Zhang, Zixuan Huang

arxiv:2603.02604 v2 · 2026-03-03 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7C2V7W3EHAK5XJTFSLCYYEEWKO}

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

1 paper in Pith

Policy Improvement Reinforcement Learning

Receipt and verification

First computed	2026-05-22T01:03:59.292938Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f8b55fdb643815dba66592c58c1096538e9bd31d2f46a94e4acfae2d29d337f7

Aliases

arxiv: 2603.02604 · arxiv_version: 2603.02604v2 · doi: 10.48550/arxiv.2603.02604 · pith_short_12: 7C2V7W3EHAK5 · pith_short_16: 7C2V7W3EHAK5XJTF · pith_short_8: 7C2V7W3E

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/7C2V7W3EHAK5XJTFSLCYYEEWKO \
  | 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: f8b55fdb643815dba66592c58c1096538e9bd31d2f46a94e4acfae2d29d337f7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6d8b7b10222b96d79ad83afa710ef4f31338eedc0dea24d1e7feaee6f0a6eb41",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-03-03T05:09:49Z",
    "title_canon_sha256": "eaa2d94f71b366342f21eebf41d587d80c734685b5367c56083eebc80416ce30"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2603.02604",
    "kind": "arxiv",
    "version": 2
  }
}