Pith Number

pith:MXL4KSV2

pith:2021:MXL4KSV2AU7WBCAUDBQMRVXQJC

not attested not anchored not stored refs pending

Active Divergence with Generative Deep Learning -- A Survey and Taxonomy

Mick Grierson, Sebastian Berns, Simon Colton, Terence Broad

arxiv:2107.05599 v1 · 2021-07-12 · 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{MXL4KSV2AU7WBCAUDBQMRVXQJC}

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

2 papers in Pith

The Homogenization Problem in LLMs: Towards Meaningful Diversity in AI Safety

Receipt and verification

First computed	2026-07-05T02:57:04.263558Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

65d7c54aba053f6088141860c8d6f048be0eda7d76f00bc93da3c17253caa548

Aliases

arxiv: 2107.05599 · arxiv_version: 2107.05599v1 · doi: 10.48550/arxiv.2107.05599 · pith_short_12: MXL4KSV2AU7W · pith_short_16: MXL4KSV2AU7WBCAU · pith_short_8: MXL4KSV2

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/MXL4KSV2AU7WBCAUDBQMRVXQJC \
  | 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: 65d7c54aba053f6088141860c8d6f048be0eda7d76f00bc93da3c17253caa548

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "051e54a8cfbfcc700d228c416aba66794a2e762dd1a0624fc68fcce226eddfc8",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-07-12T17:29:28Z",
    "title_canon_sha256": "d45c4412d8129ac402a64771c773ae0889fb03a27e7b44eed9ce3a398c6c984f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2107.05599",
    "kind": "arxiv",
    "version": 1
  }
}