Pith Number

pith:OFFOCYID

pith:2026:OFFOCYIDJRXPF7KLPODLFRGFRV

not attested not anchored not stored refs pending

Probabilistic Verification of Recurrent Neural Networks for Single and Multi-Agent Reinforcement Learning

Enrico Marchesini, Luca Marzari

arxiv:2605.14758 v1 · 2026-05-14 · 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{OFFOCYIDJRXPF7KLPODLFRGFRV}

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	2026-05-17T23:38:58.772528Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

714ae161034c6ef2fd4b7b86b2c4c58d50d9b4a2c96a8c900b9706a7210b7c3b

Aliases

arxiv: 2605.14758 · arxiv_version: 2605.14758v1 · doi: 10.48550/arxiv.2605.14758 · pith_short_12: OFFOCYIDJRXP · pith_short_16: OFFOCYIDJRXPF7KL · pith_short_8: OFFOCYID

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/OFFOCYIDJRXPF7KLPODLFRGFRV \
  | 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: 714ae161034c6ef2fd4b7b86b2c4c58d50d9b4a2c96a8c900b9706a7210b7c3b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "172e27d619177211f097d19990f1788c19608f96c1539d281c29ed435cc1cb51",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-05-14T12:22:54Z",
    "title_canon_sha256": "ced7c5d1ffe108f5b1d017d7c3a789a670b1d001d31e6ee9623f6d1fdd0eb51e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.14758",
    "kind": "arxiv",
    "version": 1
  }
}