Pith Number

pith:627VXU3X

pith:2023:627VXU3XNAXQS4NB4T2KDW6MPN

not attested not anchored not stored refs pending

System Neural Diversity: Measuring Behavioral Heterogeneity in Multi-Agent Learning

Ajay Shankar, Amanda Prorok, Matteo Bettini

arxiv:2305.02128 v2 · 2023-05-03 · cs.MA · cs.AI · cs.LG · cs.RO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{627VXU3XNAXQS4NB4T2KDW6MPN}

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.

Cited by

1 paper in Pith

The Essence of Balance for Self-Improving Agents in Vision-and-Language Navigation

Receipt and verification

First computed	2026-07-05T09:05:09.256076Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f6bf5bd377682f0971a1e4f4a1dbcc7b400b5e4b201890ef7ebd43b18f1094ce

Aliases

arxiv: 2305.02128 · arxiv_version: 2305.02128v2 · doi: 10.48550/arxiv.2305.02128 · pith_short_12: 627VXU3XNAXQ · pith_short_16: 627VXU3XNAXQS4NB · pith_short_8: 627VXU3X

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/627VXU3XNAXQS4NB4T2KDW6MPN \
  | 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: f6bf5bd377682f0971a1e4f4a1dbcc7b400b5e4b201890ef7ebd43b18f1094ce

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7cd1d764828932ff56e90614d575c4de1e7310aab93b02e1ae22c17864683373",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.RO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2023-05-03T13:58:13Z",
    "title_canon_sha256": "525f959075536fa1cef3c147ff5b46a83f032c680256c2346d772513fc28f700"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.02128",
    "kind": "arxiv",
    "version": 2
  }
}