Pith Number

pith:LL5OJNIZ

pith:2024:LL5OJNIZLDXBOK3SWTC2JZMTVC

not attested not anchored not stored refs pending

ATM: Improving Model Merging by Alternating Tuning and Merging

Daniele Solombrino, Donato Crisostomi, Emanuele Rodol\`a, Fabrizio Silvestri, Luca Zhou, Maria Sofia Bucarelli

arxiv:2411.03055 v4 · 2024-11-05 · cs.LG · cs.AI · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LL5OJNIZLDXBOK3SWTC2JZMTVC}

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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	2026-07-05T11:50:28.610313Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5afae4b51958ee172b72b4c5a4e593a8be2d88370abcb9a4a11bfb726297aec3

Aliases

arxiv: 2411.03055 · arxiv_version: 2411.03055v4 · doi: 10.48550/arxiv.2411.03055 · pith_short_12: LL5OJNIZLDXB · pith_short_16: LL5OJNIZLDXBOK3S · pith_short_8: LL5OJNIZ

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/LL5OJNIZLDXBOK3SWTC2JZMTVC \
  | 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: 5afae4b51958ee172b72b4c5a4e593a8be2d88370abcb9a4a11bfb726297aec3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9085b841d368f842824510c04f96747d705654294f423fca053a694d0174332a",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-05T12:42:42Z",
    "title_canon_sha256": "fc3951ec8ae614c5effc5abd03483f61b28d4470422d08d68facd5ad367b3a43"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.03055",
    "kind": "arxiv",
    "version": 4
  }
}