Pith Number

pith:ZPYA7SW4

pith:2025:ZPYA7SW4ZHDFARQ7I3AKBUGNFX

not attested not anchored not stored refs pending

Few-Shot Generalized Category Discovery With Retrieval-Guided Decision Boundary Enhancement

Feng Luo, Siyu Huang, Yunhan Ren

arxiv:2506.16728 v1 · 2025-06-20 · 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{ZPYA7SW4ZHDFARQ7I3AKBUGNFX}

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.

Receipt and verification

First computed	2026-07-05T11:24:41.750975Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cbf00fcadcc9c650461f46c0a0d0cd2dd7779a8c56760d88bf38b129c69b315f

Aliases

arxiv: 2506.16728 · arxiv_version: 2506.16728v1 · doi: 10.48550/arxiv.2506.16728 · pith_short_12: ZPYA7SW4ZHDF · pith_short_16: ZPYA7SW4ZHDFARQ7 · pith_short_8: ZPYA7SW4

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/ZPYA7SW4ZHDFARQ7I3AKBUGNFX \
  | 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: cbf00fcadcc9c650461f46c0a0d0cd2dd7779a8c56760d88bf38b129c69b315f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "078106d45f7f5356b66d9859e4a2702cb82fb59cffe58ed45238821bc1e111a6",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-06-20T03:52:36Z",
    "title_canon_sha256": "72857e1e2dac01e486a9bf972567cc378fcf9cccf7bcc81fddf9c50dd98ec389"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.16728",
    "kind": "arxiv",
    "version": 1
  }
}