Pith Number

pith:5VTGOBVZ

pith:2024:5VTGOBVZQKZTTGAZEKF3FYA4MH

not attested not anchored not stored refs pending

Parameter-Efficient Interventions for Enhanced Model Merging

Bartosz Zieli\'nski, Daniel Marczak, Marcin Osial

arxiv:2412.17023 v1 · 2024-12-22 · 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{5VTGOBVZQKZTTGAZEKF3FYA4MH}

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	2026-07-05T09:53:16.743836Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ed666706b982b3399819228bb2e01c61fa130e9cfb16cdcb758a41a69b4a68d6

Aliases

arxiv: 2412.17023 · arxiv_version: 2412.17023v1 · doi: 10.48550/arxiv.2412.17023 · pith_short_12: 5VTGOBVZQKZT · pith_short_16: 5VTGOBVZQKZTTGAZ · pith_short_8: 5VTGOBVZ

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/5VTGOBVZQKZTTGAZEKF3FYA4MH \
  | 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: ed666706b982b3399819228bb2e01c61fa130e9cfb16cdcb758a41a69b4a68d6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1957ddafb0f931d1e1081c481e7174bd3f42d8227118fd6f03c5c28d0e151159",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-12-22T13:58:12Z",
    "title_canon_sha256": "8262e4964034b4dece53bbba5fa8835c775a54b66558921c3decd83cdf361736"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.17023",
    "kind": "arxiv",
    "version": 1
  }
}