Pith Number

pith:3QEIIA7A

pith:2026:3QEIIA7AX3HJONLEXSHTZB7D5H

not attested not anchored not stored refs pending

Learning to Choose: An Empowerment-Guided Multi-Agent System with semantic communication for Adaptive Method Selection

Dimitrios G. Giovanis, Eleni D. Koronaki, Geremy Loacham\'in-Suntaxi, Ioannis G. Kevrekidis, Robert Lazar

arxiv:2605.30042 v1 · 2026-05-28 · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3QEIIA7AX3HJONLEXSHTZB7D5H}

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.

Receipt and verification

First computed	2026-05-29T02:06:08.227610Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dc088403e0bece973564bc8f3c87e3e9effc79fd9fbb9f9ad8d64d11a9959768

Aliases

arxiv: 2605.30042 · arxiv_version: 2605.30042v1 · doi: 10.48550/arxiv.2605.30042 · pith_short_12: 3QEIIA7AX3HJ · pith_short_16: 3QEIIA7AX3HJONLE · pith_short_8: 3QEIIA7A

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/3QEIIA7AX3HJONLEXSHTZB7D5H \
  | 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: dc088403e0bece973564bc8f3c87e3e9effc79fd9fbb9f9ad8d64d11a9959768

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8d41f4e01a22f6e203e4b34dadb5c6574e0b6e6e4e24b6333145e31323d7cf34",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-05-28T14:57:21Z",
    "title_canon_sha256": "9f3ada4affc1e6a01dcc735a60344fd62b62d58e835f67f59f6b43eec6664d47"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.30042",
    "kind": "arxiv",
    "version": 1
  }
}