Pith Number

pith:CEGUO3C5

pith:2025:CEGUO3C5WUZXQD4PM2WLFLS3HG

not attested not anchored not stored refs pending

ACE and Diverse Generalization via Selective Disagreement

Alexandre Maranh\~ao, Benjamin M. Marlin, Mahirah Fairuz Rahman, Oliver Daniels, Rebecca Gorman, Stuart Armstrong

arxiv:2509.07955 v1 · 2025-09-09 · 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{CEGUO3C5WUZXQD4PM2WLFLS3HG}

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	2026-07-05T12:07:42.995436Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

110d476c5db533780f8f66acb2ae5b39b329a0ad3bc1467b60a88a42400496a7

Aliases

arxiv: 2509.07955 · arxiv_version: 2509.07955v1 · doi: 10.48550/arxiv.2509.07955 · pith_short_12: CEGUO3C5WUZX · pith_short_16: CEGUO3C5WUZXQD4P · pith_short_8: CEGUO3C5

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/CEGUO3C5WUZXQD4PM2WLFLS3HG \
  | 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: 110d476c5db533780f8f66acb2ae5b39b329a0ad3bc1467b60a88a42400496a7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a7b522d5852a32da648ab025064cf9f5f63acd40d9ac743515b9e18e7c3b6dd3",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-09-09T17:43:05Z",
    "title_canon_sha256": "6814679a04d746d3709ea5f69ef16dd7bac8fcf16bed30c0a53057bc128d260d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.07955",
    "kind": "arxiv",
    "version": 1
  }
}