Pith Number

pith:CWHXZS5Q

pith:2022:CWHXZS5QDTM5HI7NEQFIFYYGYI

not attested not anchored not stored refs pending

RPM: Generalizable Behaviors for Multi-Agent Reinforcement Learning

Bo An, Shuicheng Yan, Svetlana Obraztsova, Wei Qiu, Xiao Ma, Zhongwen Xu

arxiv:2210.09646 v1 · 2022-10-18 · cs.MA · cs.AI · 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{CWHXZS5QDTM5HI7NEQFIFYYGYI}

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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.

Cited by

1 paper in Pith

Generalizable Agent Modeling for Agent Collaboration-Competition Adaptation with Multi-Retrieval and Dynamic Generation

Receipt and verification

First computed	2026-07-05T05:07:57.870959Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

158f7ccbb01cd9d3a3ed240a82e306c238da9411e4e5a4bfbd00641a57705989

Aliases

arxiv: 2210.09646 · arxiv_version: 2210.09646v1 · doi: 10.48550/arxiv.2210.09646 · pith_short_12: CWHXZS5QDTM5 · pith_short_16: CWHXZS5QDTM5HI7N · pith_short_8: CWHXZS5Q

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/CWHXZS5QDTM5HI7NEQFIFYYGYI \
  | 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: 158f7ccbb01cd9d3a3ed240a82e306c238da9411e4e5a4bfbd00641a57705989

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7c81b03166fab2d35b4ca8ebaa642ec261db57c79ce13c156d05a39e2d5880d5",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2022-10-18T07:32:43Z",
    "title_canon_sha256": "8b77bb311310cff1ea69fe5cb60afdda7e3f79db8e52c3992b209c0cd8fa6731"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.09646",
    "kind": "arxiv",
    "version": 1
  }
}