Pith Number

pith:LS4T3HXY

pith:2025:LS4T3HXYQZLAW5EA5AW4IL34WL

not attested not anchored not stored refs pending

Hypernetwork-based approach for optimal composition design in partially controlled multi-agent systems

Chi-Guhn Lee, David Molina Concha, Hyun-Rok Lee, Kyeonghyeon Park, Taesik Lee

arxiv:2502.12605 v1 · 2025-02-18 · cs.MA · 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{LS4T3HXYQZLAW5EA5AW4IL34WL}

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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

2 papers in Pith

Events as Triggers for Behavioral Diversity in Multi-Agent Reinforcement Learning

Receipt and verification

First computed	2026-07-05T10:15:58.276219Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5cb93d9ef886560b7480e82dc42f7cb2dac882c7c546e0922cf4ae869999b7a0

Aliases

arxiv: 2502.12605 · arxiv_version: 2502.12605v1 · doi: 10.48550/arxiv.2502.12605 · pith_short_12: LS4T3HXYQZLA · pith_short_16: LS4T3HXYQZLAW5EA · pith_short_8: LS4T3HXY

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/LS4T3HXYQZLAW5EA5AW4IL34WL \
  | 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: 5cb93d9ef886560b7480e82dc42f7cb2dac882c7c546e0922cf4ae869999b7a0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6726ed8a6acaeb8a969d99dc68ee938c370961969592a8f84886006d48eceec9",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2025-02-18T07:35:24Z",
    "title_canon_sha256": "5ceb8412c296724e10bd46630238b3159bc2ed36533f49528b36014d9ba83b40"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.12605",
    "kind": "arxiv",
    "version": 1
  }
}