Pith Number

pith:GJWXRYDO

pith:2025:GJWXRYDOHUSQ7MYUTN2KYE4OAX

not attested not anchored not stored refs pending

Generate, Refine, and Encode: Leveraging Synthesized Novel Samples for On-the-Fly Fine-Grained Category Discovery

Haiyang Zheng, Nan Pu, Nicu Sebe, Wenjing Li, Xiao Liu, Zhun Zhong

arxiv:2507.04051 v1 · 2025-07-05 · 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{GJWXRYDOHUSQ7MYUTN2KYE4OAX}

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.

Cited by

1 paper in Pith

Identifying Latent Concepts and Structures for Generalized Category Discovery

Receipt and verification

First computed	2026-07-05T11:32:41.411581Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

326d78e06e3d250fb3149b74ac138e05c03ff192dc9cee493945c7332fcfe356

Aliases

arxiv: 2507.04051 · arxiv_version: 2507.04051v1 · doi: 10.48550/arxiv.2507.04051 · pith_short_12: GJWXRYDOHUSQ · pith_short_16: GJWXRYDOHUSQ7MYU · pith_short_8: GJWXRYDO

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/GJWXRYDOHUSQ7MYUTN2KYE4OAX \
  | 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: 326d78e06e3d250fb3149b74ac138e05c03ff192dc9cee493945c7332fcfe356

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9e23817879be93255b87b1ec75d84d2a4a1004ec3a6edae53feb130ef8420829",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-07-05T14:20:49Z",
    "title_canon_sha256": "2abec771224e628c326bdeb9946aace9da4aae9e4428d46a23507b5c439d9e66"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.04051",
    "kind": "arxiv",
    "version": 1
  }
}