Pith Number

pith:5KS4NUD4

pith:2025:5KS4NUD4KNEIJH6DWSIOXHWLNL

not attested not anchored not stored refs pending

Blockchain-based Crowdsourced Deep Reinforcement Learning as a Service

Ahmed Alagha, Hadi Otrok, Jamal Bentahar, Rabeb Mizouni, Shakti Singh

arxiv:2501.16369 v1 · 2025-01-22 · 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{5KS4NUD4KNEIJH6DWSIOXHWLNL}

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	2026-07-05T10:06:11.959623Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

eaa5c6d07c5348849fc3b490eb9ecb6af17ed817666fb2f7a5503a68a4017efc

Aliases

arxiv: 2501.16369 · arxiv_version: 2501.16369v1 · doi: 10.48550/arxiv.2501.16369 · pith_short_12: 5KS4NUD4KNEI · pith_short_16: 5KS4NUD4KNEIJH6D · pith_short_8: 5KS4NUD4

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/5KS4NUD4KNEIJH6DWSIOXHWLNL \
  | 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: eaa5c6d07c5348849fc3b490eb9ecb6af17ed817666fb2f7a5503a68a4017efc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f2a89bc711853a5aa873126841fc82b4a5d84c51f51045bda20e07713292b004",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-22T18:54:39Z",
    "title_canon_sha256": "744042758b61c14f79e317d77234da6b2da94fe1c6657a6fba8278b9139742a8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.16369",
    "kind": "arxiv",
    "version": 1
  }
}