Pith Number

pith:ORW57WEI

pith:2024:ORW57WEI73PYP6BAL47S62TRAW

not attested not anchored not stored refs pending

G-Designer: Architecting Multi-agent Communication Topologies via Graph Neural Networks

Dawei Cheng, Guancheng Wan, Guibin Zhang, Junfeng Fang, Kun Wang, Miao Yu, Tianlong Chen, Xiangguo Sun, Yanwei Yue

arxiv:2410.11782 v3 · 2024-10-15 · cs.MA · cs.LG

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

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\usepackage{pith}
\pithnumber{ORW57WEI73PYP6BAL47S62TRAW}

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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

19 papers in Pith

Mathematical methods of reinforcement learning

MAS-PromptBench: When Does Prompt Optimization Improve Multi-Agent LLM Systems?

MetaPS: Adaptive Programmatic Strategy Selection for Market Agents

SIGMA: Skill-Incidence Graphs for Compositional Multi-Agent Design

PEAR: Permutation-Equivariant Adaptive Routing Multi-Agent Debate

Receipt and verification

First computed	2026-07-05T10:10:28.460118Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

746ddfd888fedf87f8205f3f2f6a71059f4d25d5636cc656aa0edd50182c3313

Aliases

arxiv: 2410.11782 · arxiv_version: 2410.11782v3 · doi: 10.48550/arxiv.2410.11782 · pith_short_12: ORW57WEI73PY · pith_short_16: ORW57WEI73PYP6BA · pith_short_8: ORW57WEI

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/ORW57WEI73PYP6BAL47S62TRAW \
  | 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: 746ddfd888fedf87f8205f3f2f6a71059f4d25d5636cc656aa0edd50182c3313

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d045029316a1e2319f3d41e3fe32266b670f805be5854f6a92d90d22a73500ea",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2024-10-15T17:01:21Z",
    "title_canon_sha256": "f60a5f165202a5e2ef96b8b7c4708ddd58dda2993e0078d7ca48f6e56f0b1459"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.11782",
    "kind": "arxiv",
    "version": 3
  }
}