Pith Number

pith:3Y2KMAMQ

pith:2024:3Y2KMAMQJIXPV4HTHV2KSSZQEH

not attested not anchored not stored refs pending

LP++: A Surprisingly Strong Linear Probe for Few-Shot CLIP

Fereshteh Shakeri, Houda Bahig, Ismail Ben Ayed, Jose Dolz, Malik Boudiaf, Yunshi Huang

arxiv:2404.02285 v1 · 2024-04-02 · 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{3Y2KMAMQJIXPV4HTHV2KSSZQEH}

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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

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP

Receipt and verification

First computed	2026-07-05T08:03:53.438043Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

de34a601904a2efaf0f33d74a94b3021ff420054fe25868840cf1058dfbc7433

Aliases

arxiv: 2404.02285 · arxiv_version: 2404.02285v1 · doi: 10.48550/arxiv.2404.02285 · pith_short_12: 3Y2KMAMQJIXP · pith_short_16: 3Y2KMAMQJIXPV4HT · pith_short_8: 3Y2KMAMQ

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/3Y2KMAMQJIXPV4HTHV2KSSZQEH \
  | 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: de34a601904a2efaf0f33d74a94b3021ff420054fe25868840cf1058dfbc7433

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "31c308b1d341a6f723d8f93a8b2dc881f6ab3cff4ee4e023f3849258c717e15b",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-04-02T20:23:10Z",
    "title_canon_sha256": "c42beba5d4799e4d4e7d11e39b294b9f8823f9603c167089be14483e7ca7eb57"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.02285",
    "kind": "arxiv",
    "version": 1
  }
}