Pith Number

pith:CQP5RSML

pith:2025:CQP5RSMLWJ4636U5Z5FQ6Q37RO

not attested not anchored not stored refs pending

EvoXplain: When Machine Learning Models Agree on Predictions but Disagree on Why -- Measuring Mechanistic Multiplicity Across Training Runs

Chama Bensmail

arxiv:2512.22240 v5 · 2025-12-23 · 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{CQP5RSMLWJ4636U5Z5FQ6Q37RO}

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	2026-07-07T02:19:44.238633Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

141fd8c98bb279edfa9dcf4b0f437f8ba1c8f3ae702c07aea7006ac1dc47ab8c

Aliases

arxiv: 2512.22240 · arxiv_version: 2512.22240v5 · doi: 10.48550/arxiv.2512.22240 · pith_short_12: CQP5RSMLWJ46 · pith_short_16: CQP5RSMLWJ4636U5 · pith_short_8: CQP5RSML

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/CQP5RSMLWJ4636U5Z5FQ6Q37RO \
  | 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: 141fd8c98bb279edfa9dcf4b0f437f8ba1c8f3ae702c07aea7006ac1dc47ab8c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d46a0596cc364c997a0e496b6161519d40da03d51cec4efb6402c37080b53709",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-12-23T18:34:51Z",
    "title_canon_sha256": "9f548db225a409fd9180fe44434d5afd79b8595cd77998bcdcc3a2018d532be7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2512.22240",
    "kind": "arxiv",
    "version": 5
  }
}