Pith Number

pith:JTX3VHAB

pith:2024:JTX3VHABQ3DQ5URVM3HRWLCUI2

not attested not anchored not stored refs pending

Boosting Meta-Training with Base Class Information for Few-Shot Learning

Di He, Guodong Liu, Kun He, Weihao Jiang

arxiv:2403.03472 v1 · 2024-03-06 · cs.LG · 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{JTX3VHABQ3DQ5URVM3HRWLCUI2}

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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

Generalizable Vision-Language Few-Shot Adaptation with Predictive Prompts and Negative Learning

Receipt and verification

First computed	2026-07-05T07:52:48.681946Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4cefba9c0186c70ed23566cf1b2c5446b9be31117fb8d0270dacb499f7d63b36

Aliases

arxiv: 2403.03472 · arxiv_version: 2403.03472v1 · doi: 10.48550/arxiv.2403.03472 · pith_short_12: JTX3VHABQ3DQ · pith_short_16: JTX3VHABQ3DQ5URV · pith_short_8: JTX3VHAB

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/JTX3VHABQ3DQ5URVM3HRWLCUI2 \
  | 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: 4cefba9c0186c70ed23566cf1b2c5446b9be31117fb8d0270dacb499f7d63b36

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "59c5bd7f82deebd34c54c23e9653c7a682997f772473910f80ed6413b2ede043",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-03-06T05:13:23Z",
    "title_canon_sha256": "ce513235d0791baf77b527f55b5a0aa2b9d08ecefad1c81cdf58f64beac8ac2c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.03472",
    "kind": "arxiv",
    "version": 1
  }
}