Pith Number

pith:G6CZIOTU

pith:2021:G6CZIOTU7ZNLZAL4MX6JFB43XD

not attested not anchored not stored refs pending

Context Meta-Reinforcement Learning via Neuromodulation

Andrea Soltoggio, Eseoghene Ben-Iwhiwhu, Jeffery Dick, Nicholas A. Ketz, Praveen K. Pilly

arxiv:2111.00134 v3 · 2021-10-30 · cs.NE · cs.AI · 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{G6CZIOTU7ZNLZAL4MX6JFB43XD}

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	2026-07-05T04:17:37.040726Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3785943a74fe5abc817c65fc92879bb8e25510d225a3849e66a0f2d152b3393c

Aliases

arxiv: 2111.00134 · arxiv_version: 2111.00134v3 · doi: 10.48550/arxiv.2111.00134 · pith_short_12: G6CZIOTU7ZNL · pith_short_16: G6CZIOTU7ZNLZAL4 · pith_short_8: G6CZIOTU

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/G6CZIOTU7ZNLZAL4MX6JFB43XD \
  | 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: 3785943a74fe5abc817c65fc92879bb8e25510d225a3849e66a0f2d152b3393c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "35c7ea6dc7ac605c222692ff8902a8a3c2d4ec9219cb790645eeaab3ba09e8b7",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NE",
    "submitted_at": "2021-10-30T01:05:40Z",
    "title_canon_sha256": "787176a49ff2dd3328f55d64c57682b3829875cec3f47da5762518d20a21f2f7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2111.00134",
    "kind": "arxiv",
    "version": 3
  }
}