Pith Number

pith:IW66M3P7

pith:2024:IW66M3P7JWM3I2WD5VP4Z7M2RB

not attested not anchored not stored refs pending

A streamlined Approach to Multimodal Few-Shot Class Incremental Learning for Fine-Grained Datasets

Liang Gou, Liu Ren, Sima Behpour, Thang Doan, WenBin He, Xin Li

arxiv:2403.06295 v1 · 2024-03-10 · 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{IW66M3P7JWM3I2WD5VP4Z7M2RB}

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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

DSS-Prompt: Dynamic-Static Synergistic Prompting for Few-Shot Class-Incremental Learning

Receipt and verification

First computed	2026-07-05T07:54:21.747639Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

45bde66dff4d99b46ac3ed5fccfd9a884b6cd20870c2cda00ee15a0d386716d8

Aliases

arxiv: 2403.06295 · arxiv_version: 2403.06295v1 · doi: 10.48550/arxiv.2403.06295 · pith_short_12: IW66M3P7JWM3 · pith_short_16: IW66M3P7JWM3I2WD · pith_short_8: IW66M3P7

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/IW66M3P7JWM3I2WD5VP4Z7M2RB \
  | 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: 45bde66dff4d99b46ac3ed5fccfd9a884b6cd20870c2cda00ee15a0d386716d8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3a222d23c7898b7da31246eb0decb51b97d2d17b0647859fef87a1022a25431f",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-03-10T19:50:03Z",
    "title_canon_sha256": "650b299504dc4c3e850341312f6e8fc56e96cec87744be64c221614004c6c13c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.06295",
    "kind": "arxiv",
    "version": 1
  }
}