Pith Number

pith:FVLISK2I

pith:2024:FVLISK2IUTHL4B5OZAIWQHVKSX

not attested not anchored not stored refs pending

Two Heads Are Better Than One: Averaging along Fine-Tuning to Improve Targeted Transferability

Anjie Peng, Biwei Chen, Hui Zeng, Sanshuai Cui

arxiv:2412.20807 v1 · 2024-12-30 · cs.CV · 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{FVLISK2IUTHL4B5OZAIWQHVKSX}

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	2026-07-05T09:55:22.634354Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2d56892b48a4cebe07aec811681eaa95e138306fb8eb8c581601f84e8a52a385

Aliases

arxiv: 2412.20807 · arxiv_version: 2412.20807v1 · doi: 10.48550/arxiv.2412.20807 · pith_short_12: FVLISK2IUTHL · pith_short_16: FVLISK2IUTHL4B5O · pith_short_8: FVLISK2I

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/FVLISK2IUTHL4B5OZAIWQHVKSX \
  | 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: 2d56892b48a4cebe07aec811681eaa95e138306fb8eb8c581601f84e8a52a385

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e1c4bd3ae6af8c2ed9422e166ea6586b74a593ca88d0dcb5760505cb4b1a1b90",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-12-30T09:01:27Z",
    "title_canon_sha256": "200da32f82752e73fdadca586d7d964f5ecae07a93f8bcf968019d6208f3f377"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.20807",
    "kind": "arxiv",
    "version": 1
  }
}