Pith. sign in
Pith Number

pith:ZP3SUSNY

pith:2024:ZP3SUSNYWLBLN5RQFWV4X7HZ4Q
not attested not anchored not stored refs pending

HARP: Human-Assisted Regrouping with Permutation Invariant Critic for Multi-Agent Reinforcement Learning

Chenxi Yue, Enze Shi, Huawen Hu, Shuocun Yang, Shu Zhang, Tianming Liu, Tianyang Zhong, Tuo Zhang, Yiwei Li, Zihao Wu

arxiv:2409.11741 v1 · 2024-09-18 · cs.LG · cs.AI · cs.HC · cs.MA

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{ZP3SUSNYWLBLN5RQFWV4X7HZ4Q}

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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 2026-07-05T09:08:36.911137Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

cbf72a49b8b2c2b6f6302dabcbfcf9e438f0b36832e0d8456d9ac5a65321d23b

Aliases

arxiv: 2409.11741 · arxiv_version: 2409.11741v1 · doi: 10.48550/arxiv.2409.11741 · pith_short_12: ZP3SUSNYWLBL · pith_short_16: ZP3SUSNYWLBLN5RQ · pith_short_8: ZP3SUSNY
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/ZP3SUSNYWLBLN5RQFWV4X7HZ4Q \
  | 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: cbf72a49b8b2c2b6f6302dabcbfcf9e438f0b36832e0d8456d9ac5a65321d23b
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "2db59e051b2febbba57f51460a3040c30d217029c901639c79dfc253680dd96f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.HC",
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-09-18T06:54:36Z",
    "title_canon_sha256": "590f89ebeb63f181ed4da4530ca4a85642e377c09c2f659044f6d29f7d342693"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.11741",
    "kind": "arxiv",
    "version": 1
  }
}