Pith Number

pith:7ZEDCVXS

pith:2019:7ZEDCVXS4Q7TPNSXUUNWPPPMCI

not attested not anchored not stored refs pending

Transparent Machine Education of Neural Networks for Swarm Shepherding Using Curriculum Design

Alexander Gee, Hussein Abbass

arxiv:1903.09297 v1 · 2019-01-04 · cs.CY · cs.AI · cs.NE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7ZEDCVXS4Q7TPNSXUUNWPPPMCI}

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	2026-05-17T23:50:40.051305Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fe483156f2e43f37b657a51b67bdec1223cc9c6edf42f17dbdc808a30b644af2

Aliases

arxiv: 1903.09297 · arxiv_version: 1903.09297v1 · doi: 10.48550/arxiv.1903.09297 · pith_short_12: 7ZEDCVXS4Q7T · pith_short_16: 7ZEDCVXS4Q7TPNSX · pith_short_8: 7ZEDCVXS

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/7ZEDCVXS4Q7TPNSXUUNWPPPMCI \
  | 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: fe483156f2e43f37b657a51b67bdec1223cc9c6edf42f17dbdc808a30b644af2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2a40e7424e9fbd353139bf36912fb644ee60ee4406a56a8e74fa04128914dd14",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.NE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CY",
    "submitted_at": "2019-01-04T00:04:04Z",
    "title_canon_sha256": "bdd70650bb779ac3c0e74d0c3db400693ce2bbe346cd43525096a560915e4496"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1903.09297",
    "kind": "arxiv",
    "version": 1
  }
}