Pith Number

pith:BMIO4RCQ

pith:2022:BMIO4RCQ2FEY5NXKOXJ7BOLWUI

not attested not anchored not stored refs pending

Improving Zero-Shot Models with Label Distribution Priors

Jonathan Kahana, Niv Cohen, Yedid Hoshen

arxiv:2212.00784 v1 · 2022-12-01 · 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{BMIO4RCQ2FEY5NXKOXJ7BOLWUI}

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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

Adapting Vision-Language Models Without Labels: A Comprehensive Survey

Receipt and verification

First computed	2026-07-05T05:21:38.135480Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0b10ee4450d1498eb6ea75d3f0b976a21e1a0c1427ef6d0a9b776e5fc3c0e564

Aliases

arxiv: 2212.00784 · arxiv_version: 2212.00784v1 · doi: 10.48550/arxiv.2212.00784 · pith_short_12: BMIO4RCQ2FEY · pith_short_16: BMIO4RCQ2FEY5NXK · pith_short_8: BMIO4RCQ

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/BMIO4RCQ2FEY5NXKOXJ7BOLWUI \
  | 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: 0b10ee4450d1498eb6ea75d3f0b976a21e1a0c1427ef6d0a9b776e5fc3c0e564

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5134267df8caf2d81c480516523d8693230e36d3bd4a4b6deb7b1e244b0ac4ca",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2022-12-01T18:59:03Z",
    "title_canon_sha256": "821924d414bc72566c40b6aca741e39683d7a5da242bf515c2e4c23f650fb20b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.00784",
    "kind": "arxiv",
    "version": 1
  }
}