Pith Number

pith:KYSHY5UB

pith:2023:KYSHY5UBUCWHKOXZKVPELBC5SR

not attested not anchored not stored refs pending

Descriptor and Word Soups: Overcoming the Parameter Efficiency Accuracy Tradeoff for Out-of-Distribution Few-shot Learning

Brian Kulis, Christopher Liao, Theodoros Tsiligkaridis

arxiv:2311.13612 v2 · 2023-11-21 · 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{KYSHY5UBUCWHKOXZKVPELBC5SR}

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

Real Classification by Description: Extending CLIP's Limits of Part Attributes Recognition

Receipt and verification

First computed	2026-07-05T08:02:03.075484Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

56247c7681a0ac753af9555e45845d9450ba344e09f978e86af3c8bd74334310

Aliases

arxiv: 2311.13612 · arxiv_version: 2311.13612v2 · doi: 10.48550/arxiv.2311.13612 · pith_short_12: KYSHY5UBUCWH · pith_short_16: KYSHY5UBUCWHKOXZ · pith_short_8: KYSHY5UB

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/KYSHY5UBUCWHKOXZKVPELBC5SR \
  | 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: 56247c7681a0ac753af9555e45845d9450ba344e09f978e86af3c8bd74334310

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4a0eeefbf64e15694b8fbbfb673afc79599b7afbe276cc622290fa6887031a8e",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-11-21T23:30:01Z",
    "title_canon_sha256": "0078901051658f91fb152808d72bc8daeaad8b83ed5e9efdab71d0fe409a095c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.13612",
    "kind": "arxiv",
    "version": 2
  }
}