Pith Number

pith:N4QI6TVB

pith:2023:N4QI6TVBTQIWR2QDPSVT5JGYJQ

not attested not anchored not stored refs pending

Not All Features Matter: Enhancing Few-shot CLIP with Adaptive Prior Refinement

Aojun Zhou, Bin Zhao, Bowei He, Dong Wang, Peng Gao, Renrui Zhang, Xiangyang Zhu

arxiv:2304.01195 v1 · 2023-04-03 · cs.CV · cs.AI · cs.MM

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{N4QI6TVBTQIWR2QDPSVT5JGYJQ}

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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

Cross-Modal Few-Shot Learning with Second-Order Neural Ordinary Differential Equations

Receipt and verification

First computed	2026-07-05T05:57:27.652604Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6f208f4ea19c1168ea037cab3ea4d84c36b6b13406e2e1ee90676758fb9c09fe

Aliases

arxiv: 2304.01195 · arxiv_version: 2304.01195v1 · doi: 10.48550/arxiv.2304.01195 · pith_short_12: N4QI6TVBTQIW · pith_short_16: N4QI6TVBTQIWR2QD · pith_short_8: N4QI6TVB

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/N4QI6TVBTQIWR2QDPSVT5JGYJQ \
  | 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: 6f208f4ea19c1168ea037cab3ea4d84c36b6b13406e2e1ee90676758fb9c09fe

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d2dc26894bc7306536998d00f7295098be21b77ea60f1dc0c2b5e50a104831b4",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MM"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-04-03T17:58:54Z",
    "title_canon_sha256": "4436b131aaca09c46c3cd3b76ab50ddafd892500676481f80bcbe335a2e0664e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.01195",
    "kind": "arxiv",
    "version": 1
  }
}