Pith Number

pith:KLWK4FMA

pith:2024:KLWK4FMAXF4ASRPJJGWTAEF3RR

not attested not anchored not stored refs pending

Task Singular Vectors: Reducing Task Interference in Model Merging

Antonio Andrea Gargiulo, Donato Crisostomi, Emanuele Rodol\`a, Fabrizio Silvestri, Maria Sofia Bucarelli, Simone Scardapane

arxiv:2412.00081 v3 · 2024-11-26 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KLWK4FMAXF4ASRPJJGWTAEF3RR}

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

3 papers in Pith

Training-free Task Classification for Multi-Task Model Merging

ResMerge: Residual-based Spectral Merging of Large Language Models

One Model to Translate Them All? A Journey to Mount Doom for Multilingual Model Merging

Receipt and verification

First computed	2026-07-05T10:44:20.307928Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

52ecae1580b9780945e949ad3010bb8c66837db61425fda4ad66a2ed8bdbf389

Aliases

arxiv: 2412.00081 · arxiv_version: 2412.00081v3 · doi: 10.48550/arxiv.2412.00081 · pith_short_12: KLWK4FMAXF4A · pith_short_16: KLWK4FMAXF4ASRPJ · pith_short_8: KLWK4FMA

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/KLWK4FMAXF4ASRPJJGWTAEF3RR \
  | 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: 52ecae1580b9780945e949ad3010bb8c66837db61425fda4ad66a2ed8bdbf389

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "309130d859df04a7cd25502fef916dcc302276700149faa5d23a0a5ebf6d2385",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-26T22:53:06Z",
    "title_canon_sha256": "c61a6a9a67b45fd106f8f6890d9e732592986908befaa1813429b3e34adbaf9f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.00081",
    "kind": "arxiv",
    "version": 3
  }
}