Pith Number

pith:Y7BU4BUU

pith:2023:Y7BU4BUU3RTCMEZOP75RY4QM3R

not attested not anchored not stored refs pending

Neural Fine-Tuning Search for Few-Shot Learning

Da Li, {\L}ukasz Dudziak, Panagiotis Eustratiadis, Timothy Hospedales

arxiv:2306.09295 v1 · 2023-06-15 · cs.CV · 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{Y7BU4BUU3RTCMEZOP75RY4QM3R}

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

1 paper in Pith

Few-Shot Learning in Video and 3D Object Detection: A Survey

Receipt and verification

First computed	2026-07-05T06:21:10.714387Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c7c34e0694dc6626132e7ffb1c720cdc6d5e3ca7243aed143cec6f097f3a988e

Aliases

arxiv: 2306.09295 · arxiv_version: 2306.09295v1 · doi: 10.48550/arxiv.2306.09295 · pith_short_12: Y7BU4BUU3RTC · pith_short_16: Y7BU4BUU3RTCMEZO · pith_short_8: Y7BU4BUU

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/Y7BU4BUU3RTCMEZOP75RY4QM3R \
  | 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: c7c34e0694dc6626132e7ffb1c720cdc6d5e3ca7243aed143cec6f097f3a988e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2e925650b501b7c35a7d600c68c8750d43bcea1716a47077cac28f832394f730",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-06-15T17:20:35Z",
    "title_canon_sha256": "015123ca553f44f08622c6d4a212fae35e143aed5f77e12b0fba3b31b647715b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.09295",
    "kind": "arxiv",
    "version": 1
  }
}