Pith Number

pith:BEZMONTN

pith:2025:BEZMONTNBHOM5NNU7MQDFB6YZE

not attested not anchored not stored refs pending

MERGE$^3$: Efficient Evolutionary Merging on Consumer-grade GPUs

Adrian Robert Minut, Andrea Santilli, Donato Crisostomi, Emanuele Rodol\`a, Tommaso Mencattini

arxiv:2502.10436 v4 · 2025-02-09 · cs.NE · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BEZMONTNBHOM5NNU7MQDFB6YZE}

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

Model Merging: Foundations and Algorithms

Receipt and verification

First computed	2026-07-05T11:00:42.212643Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0932c7366d09dcceb5b4fb203287d8c90e8ce38333c72a10b341191509eda14e

Aliases

arxiv: 2502.10436 · arxiv_version: 2502.10436v4 · doi: 10.48550/arxiv.2502.10436 · pith_short_12: BEZMONTNBHOM · pith_short_16: BEZMONTNBHOM5NNU · pith_short_8: BEZMONTN

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/BEZMONTNBHOM5NNU7MQDFB6YZE \
  | 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: 0932c7366d09dcceb5b4fb203287d8c90e8ce38333c72a10b341191509eda14e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "068c6fd45075a6bb206cb334973be2bdce30d33db226f954ca16e18511145ec4",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.NE",
    "submitted_at": "2025-02-09T14:24:16Z",
    "title_canon_sha256": "85bc8c9417329723b1f40723184bfb301c6c2f8e9cdd8d1646a908d5c4fa4203"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.10436",
    "kind": "arxiv",
    "version": 4
  }
}