Pith Number

pith:ZVVC7T3Q

pith:2025:ZVVC7T3QPRQWL66MSMJ5TWC5ZN

not attested not anchored not stored refs pending

Combining Deep Architectures for Information Gain estimation and Reinforcement Learning for multiagent field exploration

Dimitri Ognibene, Emanuele Masiero, Giuseppe Vizzari, Vito Trianni

arxiv:2505.23865 v1 · 2025-05-29 · cs.LG · 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{ZVVC7T3QPRQWL66MSMJ5TWC5ZN}

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	2026-07-05T11:12:37.029391Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cd6a2fcf707c6165fbcc9313d9d85dcb6bfb861cf1206956296f784ff11dbbc6

Aliases

arxiv: 2505.23865 · arxiv_version: 2505.23865v1 · doi: 10.48550/arxiv.2505.23865 · pith_short_12: ZVVC7T3QPRQW · pith_short_16: ZVVC7T3QPRQWL66M · pith_short_8: ZVVC7T3Q

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/ZVVC7T3QPRQWL66MSMJ5TWC5ZN \
  | 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: cd6a2fcf707c6165fbcc9313d9d85dcb6bfb861cf1206956296f784ff11dbbc6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "841abb08e9bf5761e9fb4a686f406c981dc64f3dc05c963a1a472c046c48009b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-29T09:39:38Z",
    "title_canon_sha256": "45984cd4564ec1d52a33fcc84fd3f7ae197b6866683ec98347011f84c7b2c32d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.23865",
    "kind": "arxiv",
    "version": 1
  }
}