Pith Number

pith:TBD5KIMF

pith:2024:TBD5KIMFLFDX6XGO3QK4ZYUVBM

not attested not anchored not stored refs pending

Unlocking Tuning-Free Few-Shot Adaptability in Visual Foundation Models by Recycling Pre-Tuned LoRAs

Chun Yuan, Dacheng Tao, Li Shen, Yongxian Wei, Zixuan Hu

arxiv:2412.02220 v1 · 2024-12-03 · cs.CV · 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{TBD5KIMFLFDX6XGO3QK4ZYUVBM}

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	2026-07-05T09:43:46.314845Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9847d5218559477f5ccedc15cce2950b29dbe3358a2493337014bd9721686a9c

Aliases

arxiv: 2412.02220 · arxiv_version: 2412.02220v1 · doi: 10.48550/arxiv.2412.02220 · pith_short_12: TBD5KIMFLFDX · pith_short_16: TBD5KIMFLFDX6XGO · pith_short_8: TBD5KIMF

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/TBD5KIMFLFDX6XGO3QK4ZYUVBM \
  | 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: 9847d5218559477f5ccedc15cce2950b29dbe3358a2493337014bd9721686a9c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "89e513fe1d47004c18701eac89f4ff6c79d5463bbae69d7459a20bfe89dd94fb",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-12-03T07:25:30Z",
    "title_canon_sha256": "747ed9e0ed85067a467695069230e8cd19e18c084d2ecfb7ca2d184df196eba0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.02220",
    "kind": "arxiv",
    "version": 1
  }
}